Overview

Dataset info

Number of variables123
Number of observations10000
Missing cells299504 (24.3%)
Duplicate rows0 (0.0%)
Total size in memory9.4 MiB
Average record size in memory984.0 B

Variables types

Numeric71
Categorical16
Boolean32
Date0
URL0
Text (Unique)0
Rejected4
Unsupported0

Warnings

AMT_REQ_CREDIT_BUREAU_DAY is highly skewed (γ1 = 22.62951982) Skewed
AMT_REQ_CREDIT_BUREAU_DAY has 8592 (85.9%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_DAY has 1364 (13.6%) missing values Missing
AMT_REQ_CREDIT_BUREAU_HOUR has 1364 (13.6%) missing values Missing
AMT_REQ_CREDIT_BUREAU_MON has 7232 (72.3%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_MON has 1364 (13.6%) missing values Missing
AMT_REQ_CREDIT_BUREAU_QRT has 6969 (69.7%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_QRT has 1364 (13.6%) missing values Missing
AMT_REQ_CREDIT_BUREAU_WEEK has 8382 (83.8%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_WEEK has 1364 (13.6%) missing values Missing
AMT_REQ_CREDIT_BUREAU_YEAR has 2307 (23.1%) zeros Zeros
AMT_REQ_CREDIT_BUREAU_YEAR has 1364 (13.6%) missing values Missing
APARTMENTS_AVG has 5122 (51.2%) missing values Missing
APARTMENTS_MEDI has 5122 (51.2%) missing values Missing
APARTMENTS_MODE has 5122 (51.2%) missing values Missing
BASEMENTAREA_AVG has 503 (5.0%) zeros Zeros
BASEMENTAREA_AVG has 5870 (58.7%) missing values Missing
BASEMENTAREA_MEDI has 513 (5.1%) zeros Zeros
BASEMENTAREA_MEDI has 5870 (58.7%) missing values Missing
BASEMENTAREA_MODE has 570 (5.7%) zeros Zeros
BASEMENTAREA_MODE has 5870 (58.7%) missing values Missing
CNT_CHILDREN has 6975 (69.8%) zeros Zeros
COMMONAREA_AVG has 279 (2.8%) zeros Zeros
COMMONAREA_AVG has 7003 (70.0%) missing values Missing
COMMONAREA_MEDI has 291 (2.9%) zeros Zeros
COMMONAREA_MEDI has 7003 (70.0%) missing values Missing
COMMONAREA_MODE has 323 (3.2%) zeros Zeros
COMMONAREA_MODE has 7003 (70.0%) missing values Missing
DAYS_LAST_PHONE_CHANGE has 1186 (11.9%) zeros Zeros
DEF_30_CNT_SOCIAL_CIRCLE has 8777 (87.8%) zeros Zeros
DEF_60_CNT_SOCIAL_CIRCLE has 9101 (91.0%) zeros Zeros
ELEVATORS_AVG has 2737 (27.4%) zeros Zeros
ELEVATORS_AVG has 5375 (53.8%) missing values Missing
ELEVATORS_MEDI has 2786 (27.9%) zeros Zeros
ELEVATORS_MEDI has 5375 (53.8%) missing values Missing
ELEVATORS_MODE has 2878 (28.8%) zeros Zeros
ELEVATORS_MODE has 5375 (53.8%) missing values Missing
EMERGENCYSTATE_MODE has 4790 (47.9%) missing values Missing
ENTRANCES_AVG has 5077 (50.8%) missing values Missing
ENTRANCES_MEDI has 5077 (50.8%) missing values Missing
ENTRANCES_MODE has 5077 (50.8%) missing values Missing
EXT_SOURCE_1 has 5652 (56.5%) missing values Missing
EXT_SOURCE_3 has 1966 (19.7%) missing values Missing
FLAG_DOCUMENT_10 has constant value "0" Rejected
FLAG_DOCUMENT_12 has constant value "0" Rejected
FLAG_DOCUMENT_7 has constant value "0" Rejected
FLAG_MOBIL has constant value "1" Rejected
FLOORSMAX_AVG has 5018 (50.2%) missing values Missing
FLOORSMAX_MEDI has 101 (1.0%) zeros Zeros
FLOORSMAX_MEDI has 5018 (50.2%) missing values Missing
FLOORSMAX_MODE has 116 (1.2%) zeros Zeros
FLOORSMAX_MODE has 5018 (50.2%) missing values Missing
FLOORSMIN_AVG has 6828 (68.3%) missing values Missing
FLOORSMIN_MEDI has 6828 (68.3%) missing values Missing
FLOORSMIN_MODE has 6828 (68.3%) missing values Missing
FONDKAPREMONT_MODE has 6878 (68.8%) missing values Missing
HOUSETYPE_MODE has 5054 (50.5%) missing values Missing
LANDAREA_AVG has 487 (4.9%) zeros Zeros
LANDAREA_AVG has 5969 (59.7%) missing values Missing
LANDAREA_MEDI has 495 (5.0%) zeros Zeros
LANDAREA_MEDI has 5969 (59.7%) missing values Missing
LANDAREA_MODE has 553 (5.5%) zeros Zeros
LANDAREA_MODE has 5969 (59.7%) missing values Missing
LIVINGAPARTMENTS_AVG has 6869 (68.7%) missing values Missing
LIVINGAPARTMENTS_MEDI has 6869 (68.7%) missing values Missing
LIVINGAPARTMENTS_MODE has 6869 (68.7%) missing values Missing
LIVINGAREA_AVG has 5076 (50.8%) missing values Missing
LIVINGAREA_MEDI has 5076 (50.8%) missing values Missing
LIVINGAREA_MODE has 5076 (50.8%) missing values Missing
NONLIVINGAPARTMENTS_AVG has 1765 (17.6%) zeros Zeros
NONLIVINGAPARTMENTS_AVG has 6957 (69.6%) missing values Missing
NONLIVINGAPARTMENTS_MEDI has 1830 (18.3%) zeros Zeros
NONLIVINGAPARTMENTS_MEDI has 6957 (69.6%) missing values Missing
NONLIVINGAPARTMENTS_MODE has 1937 (19.4%) zeros Zeros
NONLIVINGAPARTMENTS_MODE has 6957 (69.6%) missing values Missing
NONLIVINGAREA_AVG has 1905 (19.1%) zeros Zeros
NONLIVINGAREA_AVG has 5556 (55.6%) missing values Missing
NONLIVINGAREA_MEDI has 1987 (19.9%) zeros Zeros
NONLIVINGAREA_MEDI has 5556 (55.6%) missing values Missing
NONLIVINGAREA_MODE has 2198 (22.0%) zeros Zeros
NONLIVINGAREA_MODE has 5556 (55.6%) missing values Missing
OBS_30_CNT_SOCIAL_CIRCLE has 5370 (53.7%) zeros Zeros
OBS_60_CNT_SOCIAL_CIRCLE has 5404 (54.0%) zeros Zeros
OCCUPATION_TYPE has 3137 (31.4%) missing values Missing
ORGANIZATION_TYPE has a high cardinality: 57 distinct values Warning
OWN_CAR_AGE has 6616 (66.2%) missing values Missing
TOTALAREA_MODE has 4885 (48.9%) missing values Missing
WALLSMATERIAL_MODE has 5108 (51.1%) missing values Missing
YEARS_BEGINEXPLUATATION_AVG has 4937 (49.4%) missing values Missing
YEARS_BEGINEXPLUATATION_MEDI has 4937 (49.4%) missing values Missing
YEARS_BEGINEXPLUATATION_MODE has 4937 (49.4%) missing values Missing
YEARS_BUILD_AVG has 6681 (66.8%) missing values Missing
YEARS_BUILD_MEDI has 6681 (66.8%) missing values Missing
YEARS_BUILD_MODE has 6681 (66.8%) missing values Missing

Variables

AMT_ANNUITY
Numeric

Distinct count4197
Unique (%)42.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean26949.99825
Minimum1980
Maximum225000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1980
5-th percentile9000
Q116564.5
Median24714
Q334202.25
95-th percentile53253
Maximum225000
Range223020
Interquartile range17637.75

Descriptive statistics

Standard deviation14421.50583
Coef of variation0.5351208449
Kurtosis10.99988845
Mean26949.99825
MAD10834.76737
Skewness1.780519438
Sum269499982.5
Variance207979830.5
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1980. 4788. 6736.5 6756.75 7861.5 ... 57681. 71595. 81958.5 117540. 225000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
9000 202 2.0%
 
13500 165 1.7%
 
10125 72 0.7%
 
6750 71 0.7%
 
20250 53 0.5%
 
37800 52 0.5%
 
22500 52 0.5%
 
12375 47 0.5%
 
26217 45 0.4%
 
31653 44 0.4%
 
Other values (4187) 9197 92.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1980 1 < 0.1%
 
3303 1 < 0.1%
 
3321 1 < 0.1%
 
3402 1 < 0.1%
 
3519 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
225000 1 < 0.1%
 
216589.5 1 < 0.1%
 
206464.5 1 < 0.1%
 
123669 1 < 0.1%
 
118845 1 < 0.1%
 

AMT_CREDIT
Numeric

Distinct count1757
Unique (%)17.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean594428.9922
Minimum45000
Maximum3375000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum45000
5-th percentile137520
Q1270000
Median508495.5
Q3808650
95-th percentile1350000
Maximum3375000
Range3330000
Interquartile range538650

Descriptive statistics

Standard deviation400790.2881
Coef of variation0.6742441795
Kurtosis2.257975426
Mean594428.9922
MAD313656.1259
Skewness1.29369733
Sum5944289922
Variance1.606328551e+11
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 45000. 50346. 51534. 67329. 67632.75 ... 2018202.75 2245198.5 2252250. 2697750. 3375000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
450000 336 3.4%
 
675000 299 3.0%
 
225000 278 2.8%
 
180000 238 2.4%
 
270000 226 2.3%
 
900000 208 2.1%
 
545040 153 1.5%
 
254700 139 1.4%
 
808650 128 1.3%
 
755190 115 1.1%
 
Other values (1747) 7880 78.8%
 

Minimum 5 values

ValueCountFrequency (%) 
45000 5 0.1%
 
47970 6 0.1%
 
49455 1 < 0.1%
 
49500 1 < 0.1%
 
49752 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3375000 1 < 0.1%
 
3150000 2 < 0.1%
 
2700000 1 < 0.1%
 
2695500 4 < 0.1%
 
2517300 5 0.1%
 

AMT_GOODS_PRICE
Numeric

Distinct count359
Unique (%)3.6%
Missing (%)< 0.1%
Missing (n)5
Infinite (%)0.0%
Infinite (n)0
Mean534080.7896
Minimum45000
Maximum3375000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum45000
5-th percentile135000
Q1238500
Median450000
Q3679500
95-th percentile1305000
Maximum3375000
Range3330000
Interquartile range441000

Descriptive statistics

Standard deviation367207.5463
Coef of variation0.6875505605
Kurtosis2.831483525
Mean534080.7896
MAD285701.6898
Skewness1.408657398
Sum5338137492
Variance1.34841382e+11
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
450000 864 8.6%
 
225000 854 8.5%
 
675000 802 8.0%
 
900000 537 5.4%
 
270000 359 3.6%
 
180000 333 3.3%
 
454500 322 3.2%
 
1125000 279 2.8%
 
135000 244 2.4%
 
315000 188 1.9%
 
Other values (348) 5213 52.1%
 

Minimum 5 values

ValueCountFrequency (%) 
45000 38 0.4%
 
49500 3 < 0.1%
 
54000 7 0.1%
 
58500 16 0.2%
 
63000 5 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
3375000 1 < 0.1%
 
3150000 2 < 0.1%
 
2700000 1 < 0.1%
 
2281500 1 < 0.1%
 
2254500 2 < 0.1%
 

AMT_INCOME_TOTAL
Numeric

Distinct count299
Unique (%)3.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean165760.8639
Minimum27000
Maximum4500000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum27000
5-th percentile67500
Q1112500
Median139500
Q3202500
95-th percentile324000
Maximum4500000
Range4473000
Interquartile range90000

Descriptive statistics

Standard deviation102915.6979
Coef of variation0.620868494
Kurtosis339.4081849
Mean165760.8639
MAD64791.82957
Skewness10.08226342
Sum1657608639
Variance1.059164088e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 27000. 35325. 36339.75 42750. 45173.25 ... 544500. 663750. 689850. 976666.5 4500000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
135000 1125 11.2%
 
112500 1033 10.3%
 
157500 877 8.8%
 
180000 755 7.5%
 
90000 752 7.5%
 
225000 681 6.8%
 
202500 482 4.8%
 
67500 388 3.9%
 
270000 316 3.2%
 
81000 209 2.1%
 
Other values (289) 3382 33.8%
 

Minimum 5 values

ValueCountFrequency (%) 
27000 2 < 0.1%
 
28350 1 < 0.1%
 
29250 4 < 0.1%
 
30600 1 < 0.1%
 
31500 10 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4500000 1 < 0.1%
 
2250000 1 < 0.1%
 
1350000 1 < 0.1%
 
1215000 1 < 0.1%
 
1125000 1 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_DAY
Numeric

Distinct count6
Unique (%)0.1%
Missing (%)13.6%
Missing (n)1364
Infinite (%)0.0%
Infinite (n)0
Mean0.007063455303
Minimum0
Maximum4
Zeros (%)85.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.1151867793
Coef of variation16.30742665
Kurtosis635.906231
Mean0.007063455303
MAD0.01405493468
Skewness22.62951982
Sum61
Variance0.01326799412
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
0 8592 85.9%
 
1 34 0.3%
 
2 6 0.1%
 
4 3 < 0.1%
 
3 1 < 0.1%
 
(Missing) 1364 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8592 85.9%
 
1 34 0.3%
 
2 6 0.1%
 
3 1 < 0.1%
 
4 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 3 < 0.1%
 
3 1 < 0.1%
 
2 6 0.1%
 
1 34 0.3%
 
0 8592 85.9%
 

AMT_REQ_CREDIT_BUREAU_HOUR
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)13.6%
Missing (n)1364
0
8577
1
 
56
2
 
2
(Missing)
 
1364
ValueCountFrequency (%) 
0 8577 85.8%
 
1 56 0.6%
 
2 2 < 0.1%
 
4 1 < 0.1%
 
(Missing) 1364 13.6%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

AMT_REQ_CREDIT_BUREAU_MON
Numeric

Distinct count18
Unique (%)0.2%
Missing (%)13.6%
Missing (n)1364
Infinite (%)0.0%
Infinite (n)0
Mean0.2637795276
Minimum0
Maximum19
Zeros (%)72.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum19
Range19
Interquartile range0

Descriptive statistics

Standard deviation0.9028751756
Coef of variation3.422840218
Kurtosis92.38401544
Mean0.2637795276
MAD0.4417910012
Skewness7.855436703
Sum2278
Variance0.8151835827
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=18)
ValueCountFrequency (%) 
0 7232 72.3%
 
1 1053 10.5%
 
2 182 1.8%
 
3 68 0.7%
 
4 40 0.4%
 
5 12 0.1%
 
6 11 0.1%
 
7 9 0.1%
 
9 8 0.1%
 
8 6 0.1%
 
Other values (7) 15 0.1%
 
(Missing) 1364 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 7232 72.3%
 
1 1053 10.5%
 
2 182 1.8%
 
3 68 0.7%
 
4 40 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
19 1 < 0.1%
 
16 1 < 0.1%
 
14 1 < 0.1%
 
13 4 < 0.1%
 
12 1 < 0.1%
 

AMT_REQ_CREDIT_BUREAU_QRT
Numeric

Distinct count8
Unique (%)0.1%
Missing (%)13.6%
Missing (n)1364
Infinite (%)0.0%
Infinite (n)0
Mean0.2664427976
Minimum0
Maximum7
Zeros (%)69.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range0

Descriptive statistics

Standard deviation0.6132974582
Coef of variation2.301797848
Kurtosis9.259708291
Mean0.2664427976
MAD0.4300231256
Skewness2.722350184
Sum2301
Variance0.3761337722
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
0 6969 69.7%
 
1 1139 11.4%
 
2 452 4.5%
 
3 53 0.5%
 
4 18 0.2%
 
5 4 < 0.1%
 
7 1 < 0.1%
 
(Missing) 1364 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6969 69.7%
 
1 1139 11.4%
 
2 452 4.5%
 
3 53 0.5%
 
4 18 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
7 1 < 0.1%
 
5 4 < 0.1%
 
4 18 0.2%
 
3 53 0.5%
 
2 452 4.5%
 

AMT_REQ_CREDIT_BUREAU_WEEK
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)13.6%
Missing (n)1364
Infinite (%)0.0%
Infinite (n)0
Mean0.03207503474
Minimum0
Maximum6
Zeros (%)83.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range0

Descriptive statistics

Standard deviation0.2070319147
Coef of variation6.45461233
Kurtosis214.4995246
Mean0.03207503474
MAD0.06226330273
Skewness11.05761243
Sum277
Variance0.04286221371
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
0 8382 83.8%
 
1 245 2.5%
 
2 3 < 0.1%
 
3 2 < 0.1%
 
6 2 < 0.1%
 
4 2 < 0.1%
 
(Missing) 1364 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8382 83.8%
 
1 245 2.5%
 
2 3 < 0.1%
 
3 2 < 0.1%
 
4 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 2 < 0.1%
 
4 2 < 0.1%
 
3 2 < 0.1%
 
2 3 < 0.1%
 
1 245 2.5%
 

AMT_REQ_CREDIT_BUREAU_YEAR
Numeric

Distinct count14
Unique (%)0.1%
Missing (%)13.6%
Missing (n)1364
Infinite (%)0.0%
Infinite (n)0
Mean1.90122742
Minimum0
Maximum13
Zeros (%)23.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q33
95-th percentile6
Maximum13
Range13
Interquartile range3

Descriptive statistics

Standard deviation1.853735239
Coef of variation0.9750202523
Kurtosis1.368143637
Mean1.90122742
MAD1.446564394
Skewness1.179609458
Sum16419
Variance3.436334336
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%) 
0 2307 23.1%
 
1 2064 20.6%
 
2 1653 16.5%
 
3 1073 10.7%
 
4 693 6.9%
 
5 399 4.0%
 
6 219 2.2%
 
7 127 1.3%
 
8 58 0.6%
 
9 40 0.4%
 
Other values (3) 3 < 0.1%
 
(Missing) 1364 13.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2307 23.1%
 
1 2064 20.6%
 
2 1653 16.5%
 
3 1073 10.7%
 
4 693 6.9%
 

Maximum 5 values

ValueCountFrequency (%) 
13 1 < 0.1%
 
12 1 < 0.1%
 
11 1 < 0.1%
 
9 40 0.4%
 
8 58 0.6%
 

APARTMENTS_AVG
Numeric

Distinct count755
Unique (%)7.5%
Missing (%)51.2%
Missing (n)5122
Infinite (%)0.0%
Infinite (n)0
Mean0.1164123821
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.009725
Q10.0577
Median0.0866
Q30.1474
95-th percentile0.3299
Maximum1
Range1
Interquartile range0.0897

Descriptive statistics

Standard deviation0.1066399606
Coef of variation0.9160534186
Kurtosis10.91829789
Mean0.1164123821
MAD0.07258913993
Skewness2.572915006
Sum567.8596
Variance0.0113720812
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0619 225 2.2%
 
0.0825 215 2.1%
 
0.0928 146 1.5%
 
0.0165 125 1.2%
 
0.0722 113 1.1%
 
0.0082 107 1.1%
 
0.1031 92 0.9%
 
0.1485 89 0.9%
 
0.0124 81 0.8%
 
0.1237 74 0.7%
 
Other values (744) 3611 36.1%
 
(Missing) 5122 51.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 0.1%
 
0.001 13 0.1%
 
0.0021 25 0.2%
 
0.0026 1 < 0.1%
 
0.0027 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9557 1 < 0.1%
 
0.8938 1 < 0.1%
 
0.8402 1 < 0.1%
 
0.8381 1 < 0.1%
 

APARTMENTS_MEDI
Numeric

Distinct count560
Unique (%)5.6%
Missing (%)51.2%
Missing (n)5122
Infinite (%)0.0%
Infinite (n)0
Mean0.1168718942
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0094
Q10.0578
Median0.0864
Q30.1478
95-th percentile0.3321
Maximum1
Range1
Interquartile range0.09

Descriptive statistics

Standard deviation0.1076494912
Coef of variation0.9210896419
Kurtosis10.85955199
Mean0.1168718942
MAD0.07311558875
Skewness2.580580518
Sum570.1011
Variance0.01158841295
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0625 231 2.3%
 
0.0833 231 2.3%
 
0.0937 157 1.6%
 
0.0167 129 1.3%
 
0.0729 119 1.2%
 
0.0083 109 1.1%
 
0.1041 100 1.0%
 
0.1499 99 1.0%
 
0.1249 86 0.9%
 
0.0125 86 0.9%
 
Other values (549) 3531 35.3%
 
(Missing) 5122 51.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14 0.1%
 
0.001 13 0.1%
 
0.0021 27 0.3%
 
0.0026 1 < 0.1%
 
0.0031 17 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9649 1 < 0.1%
 
0.9025 1 < 0.1%
 
0.8483 1 < 0.1%
 
0.8463 1 < 0.1%
 

APARTMENTS_MODE
Numeric

Distinct count439
Unique (%)4.4%
Missing (%)51.2%
Missing (n)5122
Infinite (%)0.0%
Infinite (n)0
Mean0.113653485
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0084
Q10.0525
Median0.084
Q30.14155
95-th percentile0.3267
Maximum1
Range1
Interquartile range0.08905

Descriptive statistics

Standard deviation0.1077109181
Coef of variation0.9477132892
Kurtosis11.45816222
Mean0.113653485
MAD0.07235271062
Skewness2.673181879
Sum554.4017
Variance0.01160164189
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.063 257 2.6%
 
0.084 242 2.4%
 
0.0945 162 1.6%
 
0.0168 135 1.4%
 
0.0735 127 1.3%
 
0.0084 116 1.2%
 
0.105 98 1.0%
 
0.1513 95 0.9%
 
0.0126 93 0.9%
 
0.0756 88 0.9%
 
Other values (428) 3465 34.6%
 
(Missing) 5122 51.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 21 0.2%
 
0.0011 14 0.1%
 
0.0021 34 0.3%
 
0.0032 18 0.2%
 
0.0042 35 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9737 1 < 0.1%
 
0.9107 1 < 0.1%
 
0.8561 1 < 0.1%
 
0.854 1 < 0.1%
 

BASEMENTAREA_AVG
Numeric

Distinct count1609
Unique (%)16.1%
Missing (%)58.7%
Missing (n)5870
Infinite (%)0.0%
Infinite (n)0
Mean0.08880975787
Minimum0
Maximum1
Zeros (%)5.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0454
Median0.0761
Q30.111275
95-th percentile0.22402
Maximum1
Range1
Interquartile range0.065875

Descriptive statistics

Standard deviation0.08718809891
Coef of variation0.9817400813
Kurtosis32.15046426
Mean0.08880975787
MAD0.05297534975
Skewness4.160747171
Sum366.7843
Variance0.007601764591
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 503 5.0%
 
0.0545 12 0.1%
 
0.0782 11 0.1%
 
0.0682 11 0.1%
 
0.0805 11 0.1%
 
0.0625 10 0.1%
 
0.0609 10 0.1%
 
0.0764 9 0.1%
 
0.0652 9 0.1%
 
0.065 9 0.1%
 
Other values (1598) 3535 35.4%
 
(Missing) 5870 58.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 503 5.0%
 
0.0001 4 < 0.1%
 
0.0002 4 < 0.1%
 
0.0005 3 < 0.1%
 
0.0007 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 7 0.1%
 
0.9636 1 < 0.1%
 
0.919 1 < 0.1%
 
0.9098 1 < 0.1%
 
0.8165 1 < 0.1%
 

BASEMENTAREA_MEDI
Numeric

Distinct count1599
Unique (%)16.0%
Missing (%)58.7%
Missing (n)5870
Infinite (%)0.0%
Infinite (n)0
Mean0.08836331719
Minimum0
Maximum1
Zeros (%)5.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0449
Median0.07595
Q30.1105
95-th percentile0.2211
Maximum1
Range1
Interquartile range0.0656

Descriptive statistics

Standard deviation0.08725868373
Coef of variation0.9874989589
Kurtosis32.13447703
Mean0.08836331719
MAD0.05296326161
Skewness4.163777183
Sum364.9405
Variance0.007614077886
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 513 5.1%
 
0.0545 14 0.1%
 
0.0782 13 0.1%
 
0.0805 11 0.1%
 
0.0609 10 0.1%
 
0.0625 10 0.1%
 
0.0845 10 0.1%
 
0.0682 10 0.1%
 
0.0801 9 0.1%
 
0.0623 9 0.1%
 
Other values (1588) 3521 35.2%
 
(Missing) 5870 58.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 513 5.1%
 
0.0001 4 < 0.1%
 
0.0002 4 < 0.1%
 
0.0005 3 < 0.1%
 
0.0007 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 7 0.1%
 
0.9636 1 < 0.1%
 
0.919 1 < 0.1%
 
0.9098 1 < 0.1%
 
0.8165 1 < 0.1%
 

BASEMENTAREA_MODE
Numeric

Distinct count1587
Unique (%)15.9%
Missing (%)58.7%
Missing (n)5870
Infinite (%)0.0%
Infinite (n)0
Mean0.08784401937
Minimum0
Maximum1
Zeros (%)5.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.04085
Median0.07455
Q30.111575
95-th percentile0.22462
Maximum1
Range1
Interquartile range0.070725

Descriptive statistics

Standard deviation0.08940266745
Coef of variation1.01774336
Kurtosis30.98167431
Mean0.08784401937
MAD0.05453547974
Skewness4.095685825
Sum362.7958
Variance0.007992836948
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 570 5.7%
 
0.0566 12 0.1%
 
0.0811 11 0.1%
 
0.0677 10 0.1%
 
0.0623 10 0.1%
 
0.0864 9 0.1%
 
0.0575 9 0.1%
 
0.0586 9 0.1%
 
0.0829 9 0.1%
 
0.0613 9 0.1%
 
Other values (1576) 3472 34.7%
 
(Missing) 5870 58.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 570 5.7%
 
0.0001 2 < 0.1%
 
0.0002 4 < 0.1%
 
0.0005 2 < 0.1%
 
0.0006 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8 0.1%
 
0.9537 1 < 0.1%
 
0.9442 1 < 0.1%
 
0.8474 1 < 0.1%
 
0.8457 1 < 0.1%
 

CNT_CHILDREN
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.4238
Minimum0
Maximum6
Zeros (%)69.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum6
Range6
Interquartile range1

Descriptive statistics

Standard deviation0.725566127
Coef of variation1.712048436
Kurtosis2.883213532
Mean0.4238
MAD0.591201
Skewness1.745748031
Sum4238
Variance0.5264462046
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 6975 69.8%
 
1 1979 19.8%
 
2 904 9.0%
 
3 122 1.2%
 
4 16 0.2%
 
5 3 < 0.1%
 
6 1 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6975 69.8%
 
1 1979 19.8%
 
2 904 9.0%
 
3 122 1.2%
 
4 16 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
6 1 < 0.1%
 
5 3 < 0.1%
 
4 16 0.2%
 
3 122 1.2%
 
2 904 9.0%
 

CNT_FAM_MEMBERS
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.1559
Minimum1
Maximum7
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
Median2
Q33
95-th percentile4
Maximum7
Range6
Interquartile range1

Descriptive statistics

Standard deviation0.9159034217
Coef of variation0.4248357631
Kurtosis0.8566941857
Mean2.1559
MAD0.6767258
Skewness0.8597902347
Sum21559
Variance0.8388790779
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 4.5 5.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 5066 50.7%
 
1 2244 22.4%
 
3 1730 17.3%
 
4 829 8.3%
 
5 113 1.1%
 
6 14 0.1%
 
7 4 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2244 22.4%
 
2 5066 50.7%
 
3 1730 17.3%
 
4 829 8.3%
 
5 113 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
7 4 < 0.1%
 
6 14 0.1%
 
5 113 1.1%
 
4 829 8.3%
 
3 1730 17.3%
 

CODE_GENDER
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
F
6657
M
3342
XNA
 
1
ValueCountFrequency (%) 
F 6657 66.6%
 
M 3342 33.4%
 
XNA 1 < 0.1%
 
Max length3
Mean length1.0002
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

COMMONAREA_AVG
Numeric

Distinct count1021
Unique (%)10.2%
Missing (%)70.0%
Missing (n)7003
Infinite (%)0.0%
Infinite (n)0
Mean0.04268722055
Minimum0
Maximum1
Zeros (%)2.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0077
Median0.0207
Q30.0491
95-th percentile0.1517
Maximum1
Range1
Interquartile range0.0414

Descriptive statistics

Standard deviation0.06812944284
Coef of variation1.596014965
Kurtosis33.44184011
Mean0.04268722055
MAD0.04000726492
Skewness4.568352736
Sum127.9336
Variance0.004641620981
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 279 2.8%
 
0.0078 15 0.1%
 
0.0077 15 0.1%
 
0.0014 15 0.1%
 
0.011 14 0.1%
 
0.0079 14 0.1%
 
0.007 13 0.1%
 
0.0069 13 0.1%
 
0.0015 13 0.1%
 
0.0114 12 0.1%
 
Other values (1010) 2594 25.9%
 
(Missing) 7003 70.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 279 2.8%
 
0.0001 4 < 0.1%
 
0.0002 7 0.1%
 
0.0004 3 < 0.1%
 
0.0005 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
0.7688 1 < 0.1%
 
0.7143 1 < 0.1%
 
0.6408 1 < 0.1%
 
0.5329 1 < 0.1%
 

COMMONAREA_MEDI
Numeric

Distinct count1017
Unique (%)10.2%
Missing (%)70.0%
Missing (n)7003
Infinite (%)0.0%
Infinite (n)0
Mean0.04251891892
Minimum0
Maximum1
Zeros (%)2.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0075
Median0.0203
Q30.0487
95-th percentile0.14896
Maximum1
Range1
Interquartile range0.0412

Descriptive statistics

Standard deviation0.06845689462
Coef of variation1.610033753
Kurtosis33.43676576
Mean0.04251891892
MAD0.04006100695
Skewness4.584712504
Sum127.4292
Variance0.004686346421
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 291 2.9%
 
0.0014 19 0.2%
 
0.0079 19 0.2%
 
0.0115 16 0.2%
 
0.0086 16 0.2%
 
0.0111 14 0.1%
 
0.007 13 0.1%
 
0.0109 13 0.1%
 
0.0017 12 0.1%
 
0.0085 12 0.1%
 
Other values (1006) 2572 25.7%
 
(Missing) 7003 70.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 291 2.9%
 
0.0001 2 < 0.1%
 
0.0002 5 0.1%
 
0.0004 2 < 0.1%
 
0.0005 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
0.7736 1 < 0.1%
 
0.7189 1 < 0.1%
 
0.6449 1 < 0.1%
 
0.5363 1 < 0.1%
 

COMMONAREA_MODE
Numeric

Distinct count994
Unique (%)9.9%
Missing (%)70.0%
Missing (n)7003
Infinite (%)0.0%
Infinite (n)0
Mean0.04054107441
Minimum0
Maximum1
Zeros (%)3.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0068
Median0.0184
Q30.0468
95-th percentile0.14552
Maximum1
Range1
Interquartile range0.04

Descriptive statistics

Standard deviation0.06638231381
Coef of variation1.637408845
Kurtosis34.71035148
Mean0.04054107441
MAD0.03889705009
Skewness4.618407868
Sum121.5016
Variance0.004406611587
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 323 3.2%
 
0.0014 20 0.2%
 
0.0012 18 0.2%
 
0.0078 17 0.2%
 
0.0016 16 0.2%
 
0.0079 16 0.2%
 
0.0086 16 0.2%
 
0.008 15 0.1%
 
0.007 15 0.1%
 
0.0115 14 0.1%
 
Other values (983) 2527 25.3%
 
(Missing) 7003 70.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 323 3.2%
 
0.0001 2 < 0.1%
 
0.0002 5 0.1%
 
0.0004 3 < 0.1%
 
0.0005 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
0.7758 1 < 0.1%
 
0.6486 1 < 0.1%
 
0.6467 1 < 0.1%
 
0.535 1 < 0.1%
 

DAYS_BIRTH
Numeric

Distinct count7387
Unique (%)73.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-16103.3783
Minimum-25197
Maximum-7694
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-25197
5-th percentile-23298.2
Q1-19684.5
Median-15871.5
Q3-12433.75
95-th percentile-9533.95
Maximum-7694
Range17503
Interquartile range7250.75

Descriptive statistics

Standard deviation4365.262084
Coef of variation-0.2710774101
Kurtosis-1.050205117
Mean-16103.3783
MAD3732.192341
Skewness-0.1104577758
Sum-161033783
Variance19055513.06
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-25197. -24825. -23789.5 -22443. -21412.5 -20772. -16805. -9866.5 -8049.5 -7694. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-19242 5 0.1%
 
-11639 5 0.1%
 
-16940 5 0.1%
 
-21041 5 0.1%
 
-16742 5 0.1%
 
-15185 5 0.1%
 
-16323 5 0.1%
 
-12140 5 0.1%
 
-10535 5 0.1%
 
-14317 5 0.1%
 
Other values (7377) 9950 99.5%
 

Minimum 5 values

ValueCountFrequency (%) 
-25197 1 < 0.1%
 
-25182 1 < 0.1%
 
-25173 1 < 0.1%
 
-25163 1 < 0.1%
 
-25118 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
-7694 1 < 0.1%
 
-7696 2 < 0.1%
 
-7698 1 < 0.1%
 
-7714 1 < 0.1%
 
-7735 1 < 0.1%
 

DAYS_EMPLOYED
Numeric

Distinct count4264
Unique (%)42.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean65050.2121
Minimum-16852
Maximum365243
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-16852
5-th percentile-6872.3
Q1-2785.25
Median-1223.5
Q3-289
95-th percentile365243
Maximum365243
Range382095
Interquartile range2496.25

Descriptive statistics

Standard deviation142334.6945
Coef of variation2.188074257
Kurtosis0.6739322425
Mean65050.2121
MAD110170.7532
Skewness1.634704263
Sum650502121
Variance2.025916526e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-1.685200e+04 -1.264600e+04 -1.011350e+04 -7.411500e+03 -5.610000e+03 ... -9.250000e+01 -6.400000e+01 -1.300000e+01 1.826175e+05 3.652430e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
365243 1835 18.4%
 
-204 9 0.1%
 
-797 9 0.1%
 
-734 9 0.1%
 
-1172 9 0.1%
 
-714 9 0.1%
 
-378 8 0.1%
 
-772 8 0.1%
 
-1295 8 0.1%
 
-1232 8 0.1%
 
Other values (4254) 8088 80.9%
 

Minimum 5 values

ValueCountFrequency (%) 
-16852 1 < 0.1%
 
-16452 1 < 0.1%
 
-16169 1 < 0.1%
 
-16160 1 < 0.1%
 
-15845 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
365243 1835 18.4%
 
-8 1 < 0.1%
 
-18 1 < 0.1%
 
-38 1 < 0.1%
 
-46 1 < 0.1%
 

DAYS_ID_PUBLISH
Numeric

Distinct count4413
Unique (%)44.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-2988.9865
Minimum-6216
Maximum-1
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum-6216
5-th percentile-4938.05
Q1-4298.25
Median-3239
Q3-1736
95-th percentile-357
Maximum-1
Range6215
Interquartile range2562.25

Descriptive statistics

Standard deviation1508.380949
Coef of variation-0.5046462903
Kurtosis-1.099730066
Mean-2988.9865
MAD1312.928239
Skewness0.359449454
Sum-29889865
Variance2275213.087
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-6.2160e+03 -5.5550e+03 -5.2175e+03 -5.0365e+03 -4.8240e+03 ... -3.9875e+03 -3.8685e+03 -3.6265e+03 -2.1860e+03 -1.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-4103 11 0.1%
 
-4396 11 0.1%
 
-4564 10 0.1%
 
-4458 9 0.1%
 
-4079 9 0.1%
 
-4431 9 0.1%
 
-4248 9 0.1%
 
-4158 9 0.1%
 
-4070 8 0.1%
 
-4316 8 0.1%
 
Other values (4403) 9907 99.1%
 

Minimum 5 values

ValueCountFrequency (%) 
-6216 1 < 0.1%
 
-6214 1 < 0.1%
 
-6157 1 < 0.1%
 
-6136 1 < 0.1%
 
-6126 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
-1 1 < 0.1%
 
-2 1 < 0.1%
 
-4 1 < 0.1%
 
-5 2 < 0.1%
 
-6 5 0.1%
 

DAYS_LAST_PHONE_CHANGE
Numeric

Distinct count2666
Unique (%)26.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-958.564
Minimum-4020
Maximum0
Zeros (%)11.9%
Mini histogram

Quantile statistics

Minimum-4020
5-th percentile-2521
Q1-1568.25
Median-748
Q3-274.75
95-th percentile0
Maximum0
Range4020
Interquartile range1293.5

Descriptive statistics

Standard deviation822.9508304
Coef of variation-0.8585246582
Kurtosis-0.3068243447
Mean-958.564
MAD692.3691024
Skewness-0.7206018778
Sum-9585640
Variance677248.0693
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-4.0200e+03 -3.4360e+03 -2.9710e+03 -2.6455e+03 -1.9735e+03 ... -6.5000e+00 -3.5000e+00 -1.5000e+00 -5.0000e-01 0.0000e+00], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1186 11.9%
 
-1 104 1.0%
 
-2 68 0.7%
 
-3 54 0.5%
 
-4 40 0.4%
 
-5 32 0.3%
 
-6 24 0.2%
 
-399 12 0.1%
 
-7 12 0.1%
 
-282 12 0.1%
 
Other values (2656) 8456 84.6%
 

Minimum 5 values

ValueCountFrequency (%) 
-4020 1 < 0.1%
 
-3899 1 < 0.1%
 
-3706 1 < 0.1%
 
-3702 1 < 0.1%
 
-3699 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 1186 11.9%
 
-1 104 1.0%
 
-2 68 0.7%
 
-3 54 0.5%
 
-4 40 0.4%
 

DAYS_REGISTRATION
Numeric

Distinct count6697
Unique (%)67.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean-4984.1847
Minimum-20741
Maximum0
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum-20741
5-th percentile-11354.1
Q1-7541.5
Median-4482
Q3-2037
95-th percentile-330.95
Maximum0
Range20741
Interquartile range5504.5

Descriptive statistics

Standard deviation3503.208224
Coef of variation-0.7028648486
Kurtosis-0.3578610919
Mean-4984.1847
MAD2897.603556
Skewness-0.5822653261
Sum-49841847
Variance12272467.86
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[-20741. -16493.5 -14591.5 -13194. -10752.5 ... -5323.5 -3990. -1016.5 -22.5 0. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-14 7 0.1%
 
-4375 6 0.1%
 
-992 6 0.1%
 
-4423 6 0.1%
 
-4486 6 0.1%
 
-368 6 0.1%
 
-484 6 0.1%
 
-17 6 0.1%
 
-3906 6 0.1%
 
-2424 6 0.1%
 
Other values (6687) 9939 99.4%
 

Minimum 5 values

ValueCountFrequency (%) 
-20741 1 < 0.1%
 
-20701 1 < 0.1%
 
-17555 1 < 0.1%
 
-17103 1 < 0.1%
 
-17039 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
-1 3 < 0.1%
 
-2 2 < 0.1%
 
-3 3 < 0.1%
 
-4 5 0.1%
 

DEF_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count8
Unique (%)0.1%
Missing (%)0.4%
Missing (n)38
Infinite (%)0.0%
Infinite (n)0
Mean0.1514756073
Minimum0
Maximum6
Zeros (%)87.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range0

Descriptive statistics

Standard deviation0.4676486312
Coef of variation3.087286723
Kurtosis23.68850364
Mean0.1514756073
MAD0.2669145564
Skewness4.145615049
Sum1509
Variance0.2186952423
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%) 
0 8777 87.8%
 
1 949 9.5%
 
2 175 1.8%
 
3 42 0.4%
 
4 13 0.1%
 
5 4 < 0.1%
 
6 2 < 0.1%
 
(Missing) 38 0.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8777 87.8%
 
1 949 9.5%
 
2 175 1.8%
 
3 42 0.4%
 
4 13 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 2 < 0.1%
 
5 4 < 0.1%
 
4 13 0.1%
 
3 42 0.4%
 
2 175 1.8%
 

DEF_60_CNT_SOCIAL_CIRCLE
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.4%
Missing (n)38
Infinite (%)0.0%
Infinite (n)0
Mean0.1036940373
Minimum0
Maximum5
Zeros (%)91.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.3711139118
Coef of variation3.578932032
Kurtosis27.72395215
Mean0.1036940373
MAD0.1894638494
Skewness4.563887906
Sum1033
Variance0.1377255355
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%) 
0 9101 91.0%
 
1 727 7.3%
 
2 108 1.1%
 
3 15 0.1%
 
4 10 0.1%
 
5 1 < 0.1%
 
(Missing) 38 0.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 9101 91.0%
 
1 727 7.3%
 
2 108 1.1%
 
3 15 0.1%
 
4 10 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
4 10 0.1%
 
3 15 0.1%
 
2 108 1.1%
 
1 727 7.3%
 

df_index
Numeric

Distinct count10000
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean152440.0774
Minimum16
Maximum307503
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum16
5-th percentile14701.6
Q174511.75
Median152722
Q3229648.75
95-th percentile291220.25
Maximum307503
Range307487
Interquartile range155137

Descriptive statistics

Standard deviation89126.86893
Coef of variation0.5846682215
Kurtosis-1.210285085
Mean152440.0774
MAD77295.13586
Skewness0.009426538021
Sum1524400774
Variance7943598766
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.60000e+01 3.07503e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
179270 1 < 0.1%
 
80588 1 < 0.1%
 
181470 1 < 0.1%
 
247916 1 < 0.1%
 
261445 1 < 0.1%
 
55249 1 < 0.1%
 
305564 1 < 0.1%
 
220481 1 < 0.1%
 
240959 1 < 0.1%
 
68923 1 < 0.1%
 
Other values (9990) 9990 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
16 1 < 0.1%
 
42 1 < 0.1%
 
71 1 < 0.1%
 
99 1 < 0.1%
 
186 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
307503 1 < 0.1%
 
307496 1 < 0.1%
 
307493 1 < 0.1%
 
307483 1 < 0.1%
 
307443 1 < 0.1%
 

ELEVATORS_AVG
Numeric

Distinct count107
Unique (%)1.1%
Missing (%)53.8%
Missing (n)5375
Infinite (%)0.0%
Infinite (n)0
Mean0.07981673514
Minimum0
Maximum1
Zeros (%)27.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.12
95-th percentile0.36
Maximum1
Range1
Interquartile range0.12

Descriptive statistics

Standard deviation0.1352718046
Coef of variation1.694779977
Kurtosis7.442038736
Mean0.07981673514
MAD0.09821283004
Skewness2.400158434
Sum369.1524
Variance0.01829846111
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 2737 27.4%
 
0.08 317 3.2%
 
0.16 283 2.8%
 
0.12 183 1.8%
 
0.24 164 1.6%
 
0.2 148 1.5%
 
0.04 134 1.3%
 
0.32 103 1.0%
 
0.28 72 0.7%
 
0.36 47 0.5%
 
Other values (96) 437 4.4%
 
(Missing) 5375 53.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2737 27.4%
 
0.0112 1 < 0.1%
 
0.0132 3 < 0.1%
 
0.016 4 < 0.1%
 
0.0168 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.96 1 < 0.1%
 
0.92 1 < 0.1%
 
0.88 4 < 0.1%
 
0.84 1 < 0.1%
 

ELEVATORS_MEDI
Numeric

Distinct count38
Unique (%)0.4%
Missing (%)53.8%
Missing (n)5375
Infinite (%)0.0%
Infinite (n)0
Mean0.07895783784
Minimum0
Maximum1
Zeros (%)27.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.12
95-th percentile0.36
Maximum1
Range1
Interquartile range0.12

Descriptive statistics

Standard deviation0.1352462965
Coef of variation1.712892605
Kurtosis7.499243753
Mean0.07895783784
MAD0.09799621283
Skewness2.413767669
Sum365.18
Variance0.01829156072
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%) 
0 2786 27.9%
 
0.08 366 3.7%
 
0.16 301 3.0%
 
0.12 196 2.0%
 
0.24 169 1.7%
 
0.2 149 1.5%
 
0.04 146 1.5%
 
0.32 107 1.1%
 
0.28 73 0.7%
 
0.36 49 0.5%
 
Other values (27) 283 2.8%
 
(Missing) 5375 53.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2786 27.9%
 
0.02 11 0.1%
 
0.04 146 1.5%
 
0.06 16 0.2%
 
0.08 366 3.7%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.96 1 < 0.1%
 
0.92 1 < 0.1%
 
0.88 4 < 0.1%
 
0.84 1 < 0.1%
 

ELEVATORS_MODE
Numeric

Distinct count26
Unique (%)0.3%
Missing (%)53.8%
Missing (n)5375
Infinite (%)0.0%
Infinite (n)0
Mean0.07518897297
Minimum0
Maximum1
Zeros (%)28.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.1208
95-th percentile0.3222
Maximum1
Range1
Interquartile range0.1208

Descriptive statistics

Standard deviation0.1335920714
Coef of variation1.776750847
Kurtosis8.266312844
Mean0.07518897297
MAD0.09576335797
Skewness2.531228459
Sum347.749
Variance0.01784684153
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%) 
0 2878 28.8%
 
0.0806 391 3.9%
 
0.1611 311 3.1%
 
0.1208 189 1.9%
 
0.2417 175 1.8%
 
0.0403 145 1.5%
 
0.2014 137 1.4%
 
0.3222 102 1.0%
 
0.282 67 0.7%
 
0.4028 55 0.5%
 
Other values (15) 175 1.8%
 
(Missing) 5375 53.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2878 28.8%
 
0.0403 145 1.5%
 
0.0806 391 3.9%
 
0.1208 189 1.9%
 
0.1611 311 3.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9667 1 < 0.1%
 
0.9264 1 < 0.1%
 
0.8862 4 < 0.1%
 
0.8459 1 < 0.1%
 

EMERGENCYSTATE_MODE
Boolean

Distinct count3
Unique (%)< 0.1%
Missing (%)47.9%
Missing (n)4790
No
5145
Yes
 
65
(Missing)
4790
ValueCountFrequency (%) 
No 5145 51.4%
 
Yes 65 0.7%
 
(Missing) 4790 47.9%
 

ENTRANCES_AVG
Numeric

Distinct count116
Unique (%)1.2%
Missing (%)50.8%
Missing (n)5077
Infinite (%)0.0%
Infinite (n)0
Mean0.1495333333
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1028600878
Coef of variation0.6878739708
Kurtosis14.48171922
Mean0.1495333333
MAD0.0701341323
Skewness2.725447982
Sum736.1526
Variance0.01058019766
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1379 1106 11.1%
 
0.069 767 7.7%
 
0.1034 614 6.1%
 
0.2069 573 5.7%
 
0.0345 464 4.6%
 
0.1724 318 3.2%
 
0.2759 249 2.5%
 
0.2414 132 1.3%
 
0.3448 65 0.7%
 
0.3103 61 0.6%
 
Other values (105) 574 5.7%
 
(Missing) 5077 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16 0.2%
 
0.0345 464 4.6%
 
0.0431 2 < 0.1%
 
0.0459 5 0.1%
 
0.0469 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 9 0.1%
 
0.9655 1 < 0.1%
 
0.931 1 < 0.1%
 
0.8966 1 < 0.1%
 
0.8621 2 < 0.1%
 

ENTRANCES_MEDI
Numeric

Distinct count40
Unique (%)0.4%
Missing (%)50.8%
Missing (n)5077
Infinite (%)0.0%
Infinite (n)0
Mean0.1490703839
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1031375163
Coef of variation0.6918712733
Kurtosis14.3398377
Mean0.1490703839
MAD0.07038317475
Skewness2.706448015
Sum733.8735
Variance0.01063734727
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=40)
ValueCountFrequency (%) 
0.1379 1156 11.6%
 
0.069 810 8.1%
 
0.1034 649 6.5%
 
0.2069 586 5.9%
 
0.0345 501 5.0%
 
0.1724 327 3.3%
 
0.2759 262 2.6%
 
0.2414 137 1.4%
 
0.3448 68 0.7%
 
0.3103 64 0.6%
 
Other values (29) 363 3.6%
 
(Missing) 5077 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16 0.2%
 
0.0345 501 5.0%
 
0.0517 21 0.2%
 
0.069 810 8.1%
 
0.0862 43 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
1 9 0.1%
 
0.9655 1 < 0.1%
 
0.931 1 < 0.1%
 
0.8966 1 < 0.1%
 
0.8621 2 < 0.1%
 

ENTRANCES_MODE
Numeric

Distinct count30
Unique (%)0.3%
Missing (%)50.8%
Missing (n)5077
Infinite (%)0.0%
Infinite (n)0
Mean0.1455124518
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0345
Q10.069
Median0.1379
Q30.2069
95-th percentile0.3103
Maximum1
Range1
Interquartile range0.1379

Descriptive statistics

Standard deviation0.1041898178
Coef of variation0.7160199459
Kurtosis14.03503832
Mean0.1455124518
MAD0.07085067066
Skewness2.689574515
Sum716.3578
Variance0.01085551814
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%) 
0.1379 1178 11.8%
 
0.069 877 8.8%
 
0.1034 669 6.7%
 
0.0345 611 6.1%
 
0.2069 591 5.9%
 
0.1724 299 3.0%
 
0.2759 263 2.6%
 
0.2414 126 1.3%
 
0.3448 68 0.7%
 
0.3103 62 0.6%
 
Other values (19) 179 1.8%
 
(Missing) 5077 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 16 0.2%
 
0.0345 611 6.1%
 
0.069 877 8.8%
 
0.1034 669 6.7%
 
0.1379 1178 11.8%
 

Maximum 5 values

ValueCountFrequency (%) 
1 9 0.1%
 
0.9655 1 < 0.1%
 
0.931 1 < 0.1%
 
0.8966 1 < 0.1%
 
0.8621 2 < 0.1%
 

EXT_SOURCE_1
Numeric

Distinct count4337
Unique (%)43.4%
Missing (%)56.5%
Missing (n)5652
Infinite (%)0.0%
Infinite (n)0
Mean0.5059023791
Minimum0.02606749993
Maximum0.9626927706
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.02606749993
5-th percentile0.1633338949
Q10.3368121694
Median0.5059813586
Q30.6789127529
95-th percentile0.8383608977
Maximum0.9626927706
Range0.9366252706
Interquartile range0.3421005834

Descriptive statistics

Standard deviation0.2102565862
Coef of variation0.4156070319
Kurtosis-0.9568517892
Mean0.5059023791
MAD0.1776451913
Skewness-0.05506925891
Sum2199.663544
Variance0.04420783204
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.5927308684 2 < 0.1%
 
0.5962235227 2 < 0.1%
 
0.2559290768 2 < 0.1%
 
0.2325389575 2 < 0.1%
 
0.2737259326 2 < 0.1%
 
0.274621306 2 < 0.1%
 
0.7799430155 2 < 0.1%
 
0.3259614504 2 < 0.1%
 
0.2912185077 2 < 0.1%
 
0.485975984 2 < 0.1%
 
Other values (4326) 4328 43.3%
 
(Missing) 5652 56.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0.02606749993 1 < 0.1%
 
0.03897398024 1 < 0.1%
 
0.03953201152 1 < 0.1%
 
0.04173370741 1 < 0.1%
 
0.04387962936 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.9626927706 1 < 0.1%
 
0.9416521448 1 < 0.1%
 
0.9382851287 1 < 0.1%
 
0.936571606 1 < 0.1%
 
0.9328299007 1 < 0.1%
 

EXT_SOURCE_2
Numeric

Distinct count9337
Unique (%)93.4%
Missing (%)0.2%
Missing (n)23
Infinite (%)0.0%
Infinite (n)0
Mean0.5121422779
Minimum0.0001079502917
Maximum0.8549996664
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.0001079502917
5-th percentile0.1344289822
Q10.3892658901
Median0.5613199644
Q30.6601719121
95-th percentile0.7476763829
Maximum0.8549996664
Range0.8548917161
Interquartile range0.270906022

Descriptive statistics

Standard deviation0.1899283316
Coef of variation0.3708507182
Kurtosis-0.2913808176
Mean0.5121422779
MAD0.1562459853
Skewness-0.7715064194
Sum5109.643506
Variance0.03607277113
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2858978721 25 0.2%
 
0.2665197754 16 0.2%
 
0.2653117485 15 0.1%
 
0.2622583692 13 0.1%
 
0.2453495533 10 0.1%
 
0.162192106 10 0.1%
 
0.2652563402 10 0.1%
 
0.1621445677 9 0.1%
 
0.263143591 9 0.1%
 
0.354224732 9 0.1%
 
Other values (9326) 9851 98.5%
 
(Missing) 23 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0.0001079502917 1 < 0.1%
 
0.0001542794979 1 < 0.1%
 
0.0001880483908 1 < 0.1%
 
0.0002588151043 1 < 0.1%
 
0.0006791047928 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8549996664 1 < 0.1%
 
0.8178732198 1 < 0.1%
 
0.8166550874 1 < 0.1%
 
0.8133415671 1 < 0.1%
 
0.812959481 1 < 0.1%
 

EXT_SOURCE_3
Numeric

Distinct count642
Unique (%)6.4%
Missing (%)19.7%
Missing (n)1966
Infinite (%)0.0%
Infinite (n)0
Mean0.5152977615
Minimum0.0005272652387
Maximum0.8771942582
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.0005272652387
5-th percentile0.1538025863
Q10.3740208033
Median0.5406544504
Q30.6706517531
95-th percentile0.7874761977
Maximum0.8771942582
Range0.876666993
Interquartile range0.2966309498

Descriptive statistics

Standard deviation0.1950938514
Coef of variation0.3786041121
Kurtosis-0.6541765656
Mean0.5152977615
MAD0.1627985514
Skewness-0.4346631579
Sum4139.902216
Variance0.03806161087
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.7463002131 55 0.5%
 
0.652896552 52 0.5%
 
0.5082869914 45 0.4%
 
0.6263042767 43 0.4%
 
0.7136313997 41 0.4%
 
0.5531646988 39 0.4%
 
0.5954562029 39 0.4%
 
0.6363761711 38 0.4%
 
0.7223928901 38 0.4%
 
0.7544061732 37 0.4%
 
Other values (631) 7607 76.1%
 
(Missing) 1966 19.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.0005272652387 27 0.3%
 
0.02002595113 1 < 0.1%
 
0.02581001068 1 < 0.1%
 
0.03274803985 1 < 0.1%
 
0.03635374366 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
0.8771942582 1 < 0.1%
 
0.8748442527 3 < 0.1%
 
0.8692108009 1 < 0.1%
 
0.8667312343 1 < 0.1%
 
0.8658959153 3 < 0.1%
 

FLAG_CONT_MOBILE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
9986
0
 
14
ValueCountFrequency (%) 
1 9986 99.9%
 
0 14 0.1%
 

FLAG_DOCUMENT_10
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_11
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9957
1
 
43
ValueCountFrequency (%) 
0 9957 99.6%
 
1 43 0.4%
 

FLAG_DOCUMENT_12
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_13
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9962
1
 
38
ValueCountFrequency (%) 
0 9962 99.6%
 
1 38 0.4%
 

FLAG_DOCUMENT_14
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9970
1
 
30
ValueCountFrequency (%) 
0 9970 99.7%
 
1 30 0.3%
 

FLAG_DOCUMENT_15
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9984
1
 
16
ValueCountFrequency (%) 
0 9984 99.8%
 
1 16 0.2%
 

FLAG_DOCUMENT_16
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9890
1
 
110
ValueCountFrequency (%) 
0 9890 98.9%
 
1 110 1.1%
 

FLAG_DOCUMENT_17
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9997
1
 
3
ValueCountFrequency (%) 
0 9997 > 99.9%
 
1 3 < 0.1%
 

FLAG_DOCUMENT_18
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9912
1
 
88
ValueCountFrequency (%) 
0 9912 99.1%
 
1 88 0.9%
 

FLAG_DOCUMENT_19
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9994
1
 
6
ValueCountFrequency (%) 
0 9994 99.9%
 
1 6 0.1%
 

FLAG_DOCUMENT_2
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9999
1
 
1
ValueCountFrequency (%) 
0 9999 > 99.9%
 
1 1 < 0.1%
 

FLAG_DOCUMENT_20
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9997
1
 
3
ValueCountFrequency (%) 
0 9997 > 99.9%
 
1 3 < 0.1%
 

FLAG_DOCUMENT_21
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9997
1
 
3
ValueCountFrequency (%) 
0 9997 > 99.9%
 
1 3 < 0.1%
 

FLAG_DOCUMENT_3
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
7112
0
2888
ValueCountFrequency (%) 
1 7112 71.1%
 
0 2888 28.9%
 

FLAG_DOCUMENT_4
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9998
1
 
2
ValueCountFrequency (%) 
0 9998 > 99.9%
 
1 2 < 0.1%
 

FLAG_DOCUMENT_5
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9853
1
 
147
ValueCountFrequency (%) 
0 9853 98.5%
 
1 147 1.5%
 

FLAG_DOCUMENT_6
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9101
1
 
899
ValueCountFrequency (%) 
0 9101 91.0%
 
1 899 9.0%
 

FLAG_DOCUMENT_7
Constant

This variable is constant and should be ignored for analysis

Constant value0

FLAG_DOCUMENT_8
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9207
1
 
793
ValueCountFrequency (%) 
0 9207 92.1%
 
1 793 7.9%
 

FLAG_DOCUMENT_9
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9958
1
 
42
ValueCountFrequency (%) 
0 9958 99.6%
 
1 42 0.4%
 

FLAG_EMAIL
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9436
1
 
564
ValueCountFrequency (%) 
0 9436 94.4%
 
1 564 5.6%
 

FLAG_EMP_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
1
8164
0
1836
ValueCountFrequency (%) 
1 8164 81.6%
 
0 1836 18.4%
 

FLAG_MOBIL
Constant

This variable is constant and should be ignored for analysis

Constant value1

FLAG_OWN_CAR
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
N
6616
Y
3384
ValueCountFrequency (%) 
N 6616 66.2%
 
Y 3384 33.8%
 

FLAG_OWN_REALTY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Y
7027
N
2973
ValueCountFrequency (%) 
Y 7027 70.3%
 
N 2973 29.7%
 

FLAG_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7190
1
2810
ValueCountFrequency (%) 
0 7190 71.9%
 
1 2810 28.1%
 

FLAG_WORK_PHONE
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
8051
1
1949
ValueCountFrequency (%) 
0 8051 80.5%
 
1 1949 19.5%
 

FLOORSMAX_AVG
Numeric

Distinct count124
Unique (%)1.2%
Missing (%)50.2%
Missing (n)5018
Infinite (%)0.0%
Infinite (n)0
Mean0.2252781012
Minimum0
Maximum1
Zeros (%)1.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4583
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.143376682
Coef of variation0.6364430511
Kurtosis2.212943388
Mean0.2252781012
MAD0.1155658961
Skewness1.172789632
Sum1122.3355
Variance0.02055687295
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.1667 1979 19.8%
 
0.3333 1046 10.5%
 
0.0417 482 4.8%
 
0.375 259 2.6%
 
0.0833 228 2.3%
 
0.125 220 2.2%
 
0.4583 96 1.0%
 
0 96 1.0%
 
0.625 61 0.6%
 
0.25 60 0.6%
 
Other values (113) 455 4.5%
 
(Missing) 5018 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 96 1.0%
 
0.0104 1 < 0.1%
 
0.0138 2 < 0.1%
 
0.0208 3 < 0.1%
 
0.0333 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9583 2 < 0.1%
 
0.875 6 0.1%
 
0.8333 1 < 0.1%
 
0.8192 1 < 0.1%
 

FLOORSMAX_MEDI
Numeric

Distinct count43
Unique (%)0.4%
Missing (%)50.2%
Missing (n)5018
Infinite (%)0.0%
Infinite (n)0
Mean0.225118065
Minimum0
Maximum1
Zeros (%)1.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4583
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1443246935
Coef of variation0.641106672
Kurtosis2.230130924
Mean0.225118065
MAD0.1164312271
Skewness1.187642143
Sum1121.5382
Variance0.02082961715
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=43)
ValueCountFrequency (%) 
0.1667 2033 20.3%
 
0.3333 1095 10.9%
 
0.0417 489 4.9%
 
0.375 267 2.7%
 
0.0833 228 2.3%
 
0.125 225 2.2%
 
0.4583 108 1.1%
 
0 101 1.0%
 
0.625 69 0.7%
 
0.25 62 0.6%
 
Other values (32) 305 3.0%
 
(Missing) 5018 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 101 1.0%
 
0.0208 3 < 0.1%
 
0.0417 489 4.9%
 
0.0625 5 0.1%
 
0.0833 228 2.3%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9583 2 < 0.1%
 
0.9167 1 < 0.1%
 
0.875 6 0.1%
 
0.8333 1 < 0.1%
 

FLOORSMAX_MODE
Numeric

Distinct count25
Unique (%)0.2%
Missing (%)50.2%
Missing (n)5018
Infinite (%)0.0%
Infinite (n)0
Mean0.2216895825
Minimum0
Maximum1
Zeros (%)1.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.1667
Median0.1667
Q30.3333
95-th percentile0.4583
Maximum1
Range1
Interquartile range0.1666

Descriptive statistics

Standard deviation0.1435040275
Coef of variation0.6473196707
Kurtosis2.296516003
Mean0.2216895825
MAD0.1153743809
Skewness1.200426946
Sum1104.4575
Variance0.02059340592
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%) 
0.1667 2103 21.0%
 
0.3333 1114 11.1%
 
0.0417 509 5.1%
 
0.375 271 2.7%
 
0.0833 230 2.3%
 
0.125 228 2.3%
 
0 116 1.2%
 
0.4583 108 1.1%
 
0.625 69 0.7%
 
0.6667 61 0.6%
 
Other values (14) 173 1.7%
 
(Missing) 5018 50.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 116 1.2%
 
0.0417 509 5.1%
 
0.0833 230 2.3%
 
0.125 228 2.3%
 
0.1667 2103 21.0%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9583 2 < 0.1%
 
0.9167 1 < 0.1%
 
0.875 6 0.1%
 
0.7917 1 < 0.1%
 

FLOORSMIN_AVG
Numeric

Distinct count92
Unique (%)0.9%
Missing (%)68.3%
Missing (n)6828
Infinite (%)0.0%
Infinite (n)0
Mean0.2315899117
Minimum0
Maximum1
Zeros (%)0.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1624018039
Coef of variation0.7012473155
Kurtosis1.176891425
Mean0.2315899117
MAD0.1259731666
Skewness0.9399477049
Sum734.6032
Variance0.02637434591
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.2083 1035 10.3%
 
0.0417 570 5.7%
 
0.375 568 5.7%
 
0.0833 182 1.8%
 
0.4167 135 1.4%
 
0.125 116 1.2%
 
0.1667 105 1.1%
 
0 73 0.7%
 
0.5 52 0.5%
 
0.6667 42 0.4%
 
Other values (81) 294 2.9%
 
(Missing) 6828 68.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 73 0.7%
 
0.0158 1 < 0.1%
 
0.0208 1 < 0.1%
 
0.0275 1 < 0.1%
 
0.0312 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.9167 4 < 0.1%
 
0.8608 1 < 0.1%
 
0.7917 1 < 0.1%
 
0.75 7 0.1%
 

FLOORSMIN_MEDI
Numeric

Distinct count38
Unique (%)0.4%
Missing (%)68.3%
Missing (n)6828
Infinite (%)0.0%
Infinite (n)0
Mean0.2311390921
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1629867895
Coef of variation0.7051459276
Kurtosis1.220184248
Mean0.2311390921
MAD0.1261712047
Skewness0.9528955076
Sum733.1732
Variance0.02656469355
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%) 
0.2083 1064 10.6%
 
0.375 590 5.9%
 
0.0417 583 5.8%
 
0.0833 184 1.8%
 
0.4167 137 1.4%
 
0.125 118 1.2%
 
0.1667 111 1.1%
 
0 75 0.8%
 
0.5 59 0.6%
 
0.6667 44 0.4%
 
Other values (27) 207 2.1%
 
(Missing) 6828 68.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 75 0.8%
 
0.0208 1 < 0.1%
 
0.0417 583 5.8%
 
0.0625 1 < 0.1%
 
0.0833 184 1.8%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.9583 1 < 0.1%
 
0.9167 4 < 0.1%
 
0.7917 1 < 0.1%
 
0.75 7 0.1%
 

FLOORSMIN_MODE
Numeric

Distinct count24
Unique (%)0.2%
Missing (%)68.3%
Missing (n)6828
Infinite (%)0.0%
Infinite (n)0
Mean0.2281636507
Minimum0
Maximum1
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0417
Q10.0833
Median0.2083
Q30.375
95-th percentile0.5
Maximum1
Range1
Interquartile range0.2917

Descriptive statistics

Standard deviation0.1627361954
Coef of variation0.7132433012
Kurtosis1.286802536
Mean0.2281636507
MAD0.1249055167
Skewness0.9767011418
Sum723.7351
Variance0.0264830693
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%) 
0.2083 1087 10.9%
 
0.0417 603 6.0%
 
0.375 602 6.0%
 
0.0833 193 1.9%
 
0.4167 138 1.4%
 
0.125 112 1.1%
 
0.1667 110 1.1%
 
0 78 0.8%
 
0.5 60 0.6%
 
0.6667 45 0.4%
 
Other values (13) 144 1.4%
 
(Missing) 6828 68.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 78 0.8%
 
0.0417 603 6.0%
 
0.0833 193 1.9%
 
0.125 112 1.1%
 
0.1667 110 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.9583 1 < 0.1%
 
0.9167 4 < 0.1%
 
0.7917 1 < 0.1%
 
0.75 6 0.1%
 

FONDKAPREMONT_MODE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)68.8%
Missing (n)6878
reg oper account
2403
reg oper spec account
 
358
org spec account
 
197
(Missing)
6878
ValueCountFrequency (%) 
reg oper account 2403 24.0%
 
reg oper spec account 358 3.6%
 
org spec account 197 2.0%
 
not specified 164 1.6%
 
(Missing) 6878 68.8%
 
Max length21
Mean length7.1884
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

HOUR_APPR_PROCESS_START
Numeric

Distinct count24
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean12.0332
Minimum0
Maximum23
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile7
Q110
Median12
Q314
95-th percentile17
Maximum23
Range23
Interquartile range4

Descriptive statistics

Standard deviation3.246714012
Coef of variation0.2698130183
Kurtosis-0.1437690271
Mean12.0332
MAD2.61225464
Skewness-0.004005114172
Sum120332
Variance10.54115188
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=24)
Histogram
Histogram with variable size bins (bins=[ 0. 2.5 3.5 5.5 6.5 ... 17.5 18.5 19.5 21.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 1283 12.8%
 
11 1211 12.1%
 
12 1101 11.0%
 
13 1008 10.1%
 
14 916 9.2%
 
9 909 9.1%
 
15 812 8.1%
 
16 599 6.0%
 
17 530 5.3%
 
8 465 4.7%
 
Other values (14) 1166 11.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2 < 0.1%
 
1 4 < 0.1%
 
2 5 0.1%
 
3 33 0.3%
 
4 86 0.9%
 

Maximum 5 values

ValueCountFrequency (%) 
23 3 < 0.1%
 
22 9 0.1%
 
21 20 0.2%
 
20 29 0.3%
 
19 109 1.1%
 

HOUSETYPE_MODE
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)50.5%
Missing (n)5054
block of flats
4861
terraced house
 
48
specific housing
 
37
(Missing)
5054
ValueCountFrequency (%) 
block of flats 4861 48.6%
 
terraced house 48 0.5%
 
specific housing 37 0.4%
 
(Missing) 5054 50.5%
 
Max length16
Mean length8.448
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

LANDAREA_AVG
Numeric

Distinct count1481
Unique (%)14.8%
Missing (%)59.7%
Missing (n)5969
Infinite (%)0.0%
Infinite (n)0
Mean0.06699057306
Minimum0
Maximum1
Zeros (%)4.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.019
Median0.0486
Q30.0856
95-th percentile0.19575
Maximum1
Range1
Interquartile range0.0666

Descriptive statistics

Standard deviation0.08446546313
Coef of variation1.260855957
Kurtosis37.03496671
Mean0.06699057306
MAD0.05025887639
Skewness4.726140987
Sum270.039
Variance0.007134414462
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 487 4.9%
 
0.0316 12 0.1%
 
0.0073 10 0.1%
 
0.0145 10 0.1%
 
0.0704 10 0.1%
 
0.0331 9 0.1%
 
0.0207 9 0.1%
 
0.0317 8 0.1%
 
0.0947 8 0.1%
 
0.0394 8 0.1%
 
Other values (1470) 3460 34.6%
 
(Missing) 5969 59.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 487 4.9%
 
0.0005 1 < 0.1%
 
0.0007 1 < 0.1%
 
0.001 1 < 0.1%
 
0.0011 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.913 1 < 0.1%
 
0.8698 1 < 0.1%
 
0.7926 1 < 0.1%
 
0.7724 1 < 0.1%
 

LANDAREA_MEDI
Numeric

Distinct count1480
Unique (%)14.8%
Missing (%)59.7%
Missing (n)5969
Infinite (%)0.0%
Infinite (n)0
Mean0.06783572315
Minimum0
Maximum1
Zeros (%)5.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.019
Median0.0492
Q30.0865
95-th percentile0.19915
Maximum1
Range1
Interquartile range0.0675

Descriptive statistics

Standard deviation0.08572860098
Coef of variation1.263767776
Kurtosis36.05283815
Mean0.06783572315
MAD0.05103752069
Skewness4.679110759
Sum273.4458
Variance0.007349393026
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 495 5.0%
 
0.0321 12 0.1%
 
0.0143 9 0.1%
 
0.0355 9 0.1%
 
0.0204 9 0.1%
 
0.0306 8 0.1%
 
0.0401 8 0.1%
 
0.0072 8 0.1%
 
0.03 8 0.1%
 
0.0148 8 0.1%
 
Other values (1469) 3457 34.6%
 
(Missing) 5969 59.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 495 5.0%
 
0.0005 1 < 0.1%
 
0.0007 1 < 0.1%
 
0.001 1 < 0.1%
 
0.0011 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.9289 1 < 0.1%
 
0.8849 1 < 0.1%
 
0.8064 1 < 0.1%
 
0.7858 1 < 0.1%
 

LANDAREA_MODE
Numeric

Distinct count1467
Unique (%)14.7%
Missing (%)59.7%
Missing (n)5969
Infinite (%)0.0%
Infinite (n)0
Mean0.06572485736
Minimum0
Maximum1
Zeros (%)5.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10.0161
Median0.0457
Q30.0844
95-th percentile0.1988
Maximum1
Range1
Interquartile range0.0683

Descriptive statistics

Standard deviation0.08614060436
Coef of variation1.31062444
Kurtosis36.16943795
Mean0.06572485736
MAD0.05117685522
Skewness4.711344719
Sum264.9369
Variance0.007420203719
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 553 5.5%
 
0.0323 12 0.1%
 
0.0148 9 0.1%
 
0.072 9 0.1%
 
0.0621 9 0.1%
 
0.0447 8 0.1%
 
0.0194 8 0.1%
 
0.015 8 0.1%
 
0.0403 8 0.1%
 
0.0242 8 0.1%
 
Other values (1456) 3399 34.0%
 
(Missing) 5969 59.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 553 5.5%
 
0.0005 1 < 0.1%
 
0.0007 1 < 0.1%
 
0.001 1 < 0.1%
 
0.0011 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.9338 1 < 0.1%
 
0.8896 1 < 0.1%
 
0.8107 1 < 0.1%
 
0.79 1 < 0.1%
 

LIVE_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
8243
1
1757
ValueCountFrequency (%) 
0 8243 82.4%
 
1 1757 17.6%
 

LIVE_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9596
1
 
404
ValueCountFrequency (%) 
0 9596 96.0%
 
1 404 4.0%
 

LIVINGAPARTMENTS_AVG
Numeric

Distinct count607
Unique (%)6.1%
Missing (%)68.7%
Missing (n)6869
Infinite (%)0.0%
Infinite (n)0
Mean0.1001995848
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0105
Q10.0504
Median0.0756
Q30.121
95-th percentile0.2723
Maximum1
Range1
Interquartile range0.0706

Descriptive statistics

Standard deviation0.09223712307
Coef of variation0.9205339848
Kurtosis19.64364039
Mean0.1001995848
MAD0.0607885998
Skewness3.258896602
Sum313.7249
Variance0.008507686872
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0504 161 1.6%
 
0.0672 125 1.2%
 
0.0588 85 0.9%
 
0.0756 83 0.8%
 
0.0134 72 0.7%
 
0.0841 63 0.6%
 
0.121 55 0.5%
 
0.1009 54 0.5%
 
0.0067 49 0.5%
 
0.0605 47 0.5%
 
Other values (596) 2337 23.4%
 
(Missing) 6869 68.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14 0.1%
 
0.0008 7 0.1%
 
0.0017 6 0.1%
 
0.0022 1 < 0.1%
 
0.0025 7 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.8212 1 < 0.1%
 
0.7287 1 < 0.1%
 
0.6834 1 < 0.1%
 
0.6511 1 < 0.1%
 

LIVINGAPARTMENTS_MEDI
Numeric

Distinct count486
Unique (%)4.9%
Missing (%)68.7%
Missing (n)6869
Infinite (%)0.0%
Infinite (n)0
Mean0.1009800703
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0103
Q10.0513
Median0.0761
Q30.1231
95-th percentile0.27575
Maximum1
Range1
Interquartile range0.0718

Descriptive statistics

Standard deviation0.09181523737
Coef of variation0.9092411714
Kurtosis17.35267795
Mean0.1009800703
MAD0.0612715826
Skewness3.060303455
Sum316.1686
Variance0.008430037814
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0513 170 1.7%
 
0.0684 139 1.4%
 
0.077 94 0.9%
 
0.0599 85 0.9%
 
0.0137 73 0.7%
 
0.0855 72 0.7%
 
0.1026 60 0.6%
 
0.1231 59 0.6%
 
0.0068 50 0.5%
 
0.0616 49 0.5%
 
Other values (475) 2280 22.8%
 
(Missing) 6869 68.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14 0.1%
 
0.0009 7 0.1%
 
0.0017 8 0.1%
 
0.0026 8 0.1%
 
0.0034 14 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.8354 1 < 0.1%
 
0.7414 1 < 0.1%
 
0.6952 1 < 0.1%
 
0.6447 1 < 0.1%
 

LIVINGAPARTMENTS_MODE
Numeric

Distinct count390
Unique (%)3.9%
Missing (%)68.7%
Missing (n)6869
Infinite (%)0.0%
Infinite (n)0
Mean0.1044908017
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.011
Q10.0542
Median0.0762
Q30.12995
95-th percentile0.29155
Maximum1
Range1
Interquartile range0.07575

Descriptive statistics

Standard deviation0.09667185779
Coef of variation0.925170984
Kurtosis15.79682183
Mean0.1044908017
MAD0.06426698295
Skewness2.999752464
Sum327.1607
Variance0.009345448088
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0551 178 1.8%
 
0.0735 143 1.4%
 
0.0826 94 0.9%
 
0.0643 94 0.9%
 
0.0147 77 0.8%
 
0.0918 71 0.7%
 
0.0661 60 0.6%
 
0.1102 59 0.6%
 
0.1322 57 0.6%
 
0.0073 53 0.5%
 
Other values (379) 2245 22.4%
 
(Missing) 6869 68.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 17 0.2%
 
0.0009 8 0.1%
 
0.0018 8 0.1%
 
0.0028 8 0.1%
 
0.0037 19 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.8972 1 < 0.1%
 
0.7961 1 < 0.1%
 
0.7466 1 < 0.1%
 
0.6924 1 < 0.1%
 

LIVINGAREA_AVG
Numeric

Distinct count2050
Unique (%)20.5%
Missing (%)50.8%
Missing (n)5076
Infinite (%)0.0%
Infinite (n)0
Mean0.1067662266
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0083
Q10.045375
Median0.0737
Q30.12655
95-th percentile0.319325
Maximum1
Range1
Interquartile range0.081175

Descriptive statistics

Standard deviation0.1106732652
Coef of variation1.036594331
Kurtosis13.08578274
Mean0.1067662266
MAD0.07306405025
Skewness2.925737158
Sum525.7169
Variance0.01224857164
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0124 13 0.1%
 
0.07 12 0.1%
 
0.0146 12 0.1%
 
0.0698 12 0.1%
 
0.0868 12 0.1%
 
0.0701 11 0.1%
 
0.0506 11 0.1%
 
0.0563 11 0.1%
 
0.0529 11 0.1%
 
0.0538 10 0.1%
 
Other values (2039) 4809 48.1%
 
(Missing) 5076 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8 0.1%
 
0.0005 2 < 0.1%
 
0.0006 2 < 0.1%
 
0.0007 1 < 0.1%
 
0.0009 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.9824 1 < 0.1%
 
0.9756 1 < 0.1%
 
0.9598 1 < 0.1%
 
0.9005 1 < 0.1%
 

LIVINGAREA_MEDI
Numeric

Distinct count2064
Unique (%)20.6%
Missing (%)50.8%
Missing (n)5076
Infinite (%)0.0%
Infinite (n)0
Mean0.1080699228
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0084
Q10.0461
Median0.0743
Q30.1273
95-th percentile0.325025
Maximum1
Range1
Interquartile range0.0812

Descriptive statistics

Standard deviation0.112630764
Coef of variation1.042202688
Kurtosis12.88121619
Mean0.1080699228
MAD0.07421554031
Skewness2.921328594
Sum532.1363
Variance0.01268568901
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0518 14 0.1%
 
0.0713 13 0.1%
 
0.0147 12 0.1%
 
0.0127 11 0.1%
 
0.0149 11 0.1%
 
0.0126 11 0.1%
 
0.0712 11 0.1%
 
0.063 10 0.1%
 
0.0522 10 0.1%
 
0.071 10 0.1%
 
Other values (2053) 4811 48.1%
 
(Missing) 5076 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 8 0.1%
 
0.0005 2 < 0.1%
 
0.0006 1 < 0.1%
 
0.0007 2 < 0.1%
 
0.0009 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 7 0.1%
 
0.9931 1 < 0.1%
 
0.977 1 < 0.1%
 
0.9167 1 < 0.1%
 
0.9032 1 < 0.1%
 

LIVINGAREA_MODE
Numeric

Distinct count2052
Unique (%)20.5%
Missing (%)50.8%
Missing (n)5076
Infinite (%)0.0%
Infinite (n)0
Mean0.1053525589
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0079
Q10.042575
Median0.0727
Q30.1219
95-th percentile0.32477
Maximum1
Range1
Interquartile range0.079325

Descriptive statistics

Standard deviation0.1127005693
Coef of variation1.069746862
Kurtosis13.21380881
Mean0.1053525589
MAD0.0734251485
Skewness2.99127913
Sum518.756
Variance0.01270141833
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.053 16 0.2%
 
0.073 14 0.1%
 
0.0561 12 0.1%
 
0.0729 12 0.1%
 
0.013 11 0.1%
 
0 11 0.1%
 
0.0152 11 0.1%
 
0.0551 11 0.1%
 
0.0105 10 0.1%
 
0.0532 10 0.1%
 
Other values (2041) 4806 48.1%
 
(Missing) 5076 50.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 11 0.1%
 
0.0001 1 < 0.1%
 
0.0003 1 < 0.1%
 
0.0005 2 < 0.1%
 
0.0006 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 8 0.1%
 
0.9382 1 < 0.1%
 
0.9244 1 < 0.1%
 
0.8907 1 < 0.1%
 
0.8024 1 < 0.1%
 

NAME_CONTRACT_TYPE
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Cash loans
9052
Revolving loans
 
948
ValueCountFrequency (%) 
Cash loans 9052 90.5%
 
Revolving loans 948 9.5%
 
Max length15
Mean length10.474
Min length10
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_EDUCATION_TYPE
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Secondary / secondary special
7115
Higher education
2407
Incomplete higher
 
336
Other values (2)
 
142
ValueCountFrequency (%) 
Secondary / secondary special 7115 71.2%
 
Higher education 2407 24.1%
 
Incomplete higher 336 3.4%
 
Lower secondary 136 1.4%
 
Academic degree 6 0.1%
 
Max length29
Mean length25.2689
Min length15
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_FAMILY_STATUS
Categorical

Distinct count5
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Married
6384
Single / not married
1499
Civil marriage
 
937
Other values (2)
 
1180
ValueCountFrequency (%) 
Married 6384 63.8%
 
Single / not married 1499 15.0%
 
Civil marriage 937 9.4%
 
Separated 641 6.4%
 
Widow 539 5.4%
 
Max length20
Mean length9.625
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_HOUSING_TYPE
Categorical

Distinct count6
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
House / apartment
8894
With parents
 
446
Municipal apartment
 
358
Other values (3)
 
302
ValueCountFrequency (%) 
House / apartment 8894 88.9%
 
With parents 446 4.5%
 
Municipal apartment 358 3.6%
 
Rented apartment 167 1.7%
 
Office apartment 92 0.9%
 
Co-op apartment 43 0.4%
 
Max length19
Mean length16.8141
Min length12
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_INCOME_TYPE
Categorical

Distinct count4
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
Working
5225
Commercial associate
2277
Pensioner
1835
ValueCountFrequency (%) 
Working 5225 52.2%
 
Commercial associate 2277 22.8%
 
Pensioner 1835 18.4%
 
State servant 663 6.6%
 
Max length20
Mean length10.7249
Min length7
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NAME_TYPE_SUITE
Categorical

Distinct count8
Unique (%)0.1%
Missing (%)0.4%
Missing (n)40
Unaccompanied
8125
Family
 
1278
Spouse, partner
 
363
Other values (4)
 
194
ValueCountFrequency (%) 
Unaccompanied 8125 81.2%
 
Family 1278 12.8%
 
Spouse, partner 363 3.6%
 
Children 97 1.0%
 
Other_B 55 0.5%
 
Other_A 32 0.3%
 
Group of people 10 0.1%
 
(Missing) 40 0.4%
 
Max length15
Mean length12.0393
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

NONLIVINGAPARTMENTS_AVG
Numeric

Distinct count96
Unique (%)1.0%
Missing (%)69.6%
Missing (n)6957
Infinite (%)0.0%
Infinite (n)0
Mean0.008354814328
Minimum0
Maximum1
Zeros (%)17.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0051
95-th percentile0.027
Maximum1
Range1
Interquartile range0.0051

Descriptive statistics

Standard deviation0.04343158902
Coef of variation5.19839069
Kurtosis326.3155641
Mean0.008354814328
MAD0.01145281501
Skewness16.38978309
Sum25.4237
Variance0.001886302925
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1765 17.6%
 
0.0039 433 4.3%
 
0.0077 198 2.0%
 
0.0116 127 1.3%
 
0.0154 92 0.9%
 
0.0193 57 0.6%
 
0.0232 41 0.4%
 
0.0019 29 0.3%
 
0.027 26 0.3%
 
0.0058 19 0.2%
 
Other values (85) 256 2.6%
 
(Missing) 6957 69.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1765 17.6%
 
0.0004 1 < 0.1%
 
0.0006 1 < 0.1%
 
0.0008 2 < 0.1%
 
0.001 8 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.7876 1 < 0.1%
 
0.5405 1 < 0.1%
 
0.5367 1 < 0.1%
 
0.4402 1 < 0.1%
 

NONLIVINGAPARTMENTS_MEDI
Numeric

Distinct count59
Unique (%)0.6%
Missing (%)69.6%
Missing (n)6957
Infinite (%)0.0%
Infinite (n)0
Mean0.008171344068
Minimum0
Maximum1
Zeros (%)18.3%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0039
95-th percentile0.0272
Maximum1
Range1
Interquartile range0.0039

Descriptive statistics

Standard deviation0.04345152271
Coef of variation5.317549029
Kurtosis327.4095628
Mean0.008171344068
MAD0.01128547038
Skewness16.45759358
Sum24.8654
Variance0.001888034826
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1830 18.3%
 
0.0039 443 4.4%
 
0.0078 205 2.1%
 
0.0116 126 1.3%
 
0.0155 91 0.9%
 
0.0194 57 0.6%
 
0.0233 40 0.4%
 
0.0019 31 0.3%
 
0.0272 25 0.2%
 
0.0058 23 0.2%
 
Other values (48) 172 1.7%
 
(Missing) 6957 69.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1830 18.3%
 
0.0019 31 0.3%
 
0.0039 443 4.4%
 
0.0058 23 0.2%
 
0.0078 205 2.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.7919 1 < 0.1%
 
0.5435 1 < 0.1%
 
0.5396 1 < 0.1%
 
0.4425 1 < 0.1%
 

NONLIVINGAPARTMENTS_MODE
Numeric

Distinct count46
Unique (%)0.5%
Missing (%)69.6%
Missing (n)6957
Infinite (%)0.0%
Infinite (n)0
Mean0.007634143937
Minimum0
Maximum1
Zeros (%)19.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30.0039
95-th percentile0.0272
Maximum1
Range1
Interquartile range0.0039

Descriptive statistics

Standard deviation0.04305997913
Coef of variation5.640446327
Kurtosis340.5846586
Mean0.007634143937
MAD0.01079879076
Skewness16.88792188
Sum23.2307
Variance0.001854161802
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=46)
ValueCountFrequency (%) 
0 1937 19.4%
 
0.0039 440 4.4%
 
0.0078 198 2.0%
 
0.0117 124 1.2%
 
0.0156 89 0.9%
 
0.0195 57 0.6%
 
0.0233 39 0.4%
 
0.0272 24 0.2%
 
0.0389 19 0.2%
 
0.0311 17 0.2%
 
Other values (35) 99 1.0%
 
(Missing) 6957 69.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1937 19.4%
 
0.0039 440 4.4%
 
0.0078 198 2.0%
 
0.0117 124 1.2%
 
0.0156 89 0.9%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.7938 1 < 0.1%
 
0.5447 1 < 0.1%
 
0.5409 1 < 0.1%
 
0.4436 1 < 0.1%
 

NONLIVINGAREA_AVG
Numeric

Distinct count993
Unique (%)9.9%
Missing (%)55.6%
Missing (n)5556
Infinite (%)0.0%
Infinite (n)0
Mean0.02799153915
Minimum0
Maximum1
Zeros (%)19.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.0033
Q30.026
95-th percentile0.122295
Maximum1
Range1
Interquartile range0.026

Descriptive statistics

Standard deviation0.070311992
Coef of variation2.511901601
Kurtosis57.09513264
Mean0.02799153915
MAD0.03596571143
Skewness6.280977554
Sum124.3944
Variance0.004943776219
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1905 19.1%
 
0.0012 19 0.2%
 
0.0044 19 0.2%
 
0.001 18 0.2%
 
0.004 17 0.2%
 
0.0036 17 0.2%
 
0.0024 16 0.2%
 
0.0011 16 0.2%
 
0.0052 15 0.1%
 
0.0033 15 0.1%
 
Other values (982) 2387 23.9%
 
(Missing) 5556 55.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1905 19.1%
 
0.0001 3 < 0.1%
 
0.0002 3 < 0.1%
 
0.0003 4 < 0.1%
 
0.0004 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.8826 1 < 0.1%
 
0.8431 1 < 0.1%
 
0.8377 1 < 0.1%
 
0.713 1 < 0.1%
 

NONLIVINGAREA_MEDI
Numeric

Distinct count978
Unique (%)9.8%
Missing (%)55.6%
Missing (n)5556
Infinite (%)0.0%
Infinite (n)0
Mean0.02800621062
Minimum0
Maximum1
Zeros (%)19.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.00275
Q30.025125
95-th percentile0.124155
Maximum1
Range1
Interquartile range0.025125

Descriptive statistics

Standard deviation0.07136334494
Coef of variation2.548125696
Kurtosis56.04310965
Mean0.02800621062
MAD0.03649137198
Skewness6.234631024
Sum124.4596
Variance0.005092727002
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 1987 19.9%
 
0.0012 23 0.2%
 
0.0025 20 0.2%
 
0.0029 20 0.2%
 
0.0045 18 0.2%
 
0.0011 17 0.2%
 
0.0036 17 0.2%
 
0.0034 15 0.1%
 
0.0048 15 0.1%
 
0.0018 14 0.1%
 
Other values (967) 2298 23.0%
 
(Missing) 5556 55.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1987 19.9%
 
0.0001 4 < 0.1%
 
0.0002 2 < 0.1%
 
0.0003 1 < 0.1%
 
0.0004 6 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.9011 1 < 0.1%
 
0.8608 1 < 0.1%
 
0.8552 1 < 0.1%
 
0.728 1 < 0.1%
 

NONLIVINGAREA_MODE
Numeric

Distinct count965
Unique (%)9.7%
Missing (%)55.6%
Missing (n)5556
Infinite (%)0.0%
Infinite (n)0
Mean0.02671968947
Minimum0
Maximum1
Zeros (%)22.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0.00085
Q30.021525
95-th percentile0.12367
Maximum1
Range1
Interquartile range0.021525

Descriptive statistics

Standard deviation0.07126961319
Coef of variation2.667306941
Kurtosis56.86250308
Mean0.02671968947
MAD0.03607265973
Skewness6.29415826
Sum118.7423
Variance0.005079357764
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 2198 22.0%
 
0.0037 19 0.2%
 
0.001 17 0.2%
 
0.0033 16 0.2%
 
0.003 16 0.2%
 
0.0052 15 0.1%
 
0.0047 15 0.1%
 
0.0056 15 0.1%
 
0.0011 15 0.1%
 
0.0012 15 0.1%
 
Other values (954) 2103 21.0%
 
(Missing) 5556 55.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2198 22.0%
 
0.0002 5 0.1%
 
0.0004 4 < 0.1%
 
0.0005 6 0.1%
 
0.0006 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.9343 1 < 0.1%
 
0.8868 1 < 0.1%
 
0.7549 1 < 0.1%
 
0.7481 2 < 0.1%
 

OBS_30_CNT_SOCIAL_CIRCLE
Numeric

Distinct count25
Unique (%)0.2%
Missing (%)0.4%
Missing (n)38
Infinite (%)0.0%
Infinite (n)0
Mean1.404838386
Minimum0
Maximum25
Zeros (%)53.7%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q32
95-th percentile6
Maximum25
Range25
Interquartile range2

Descriptive statistics

Standard deviation2.299358208
Coef of variation1.636742155
Kurtosis9.546546448
Mean1.404838386
MAD1.642155872
Skewness2.567151938
Sum13995
Variance5.287048167
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%) 
0 5370 53.7%
 
1 1570 15.7%
 
2 975 9.8%
 
3 629 6.3%
 
4 469 4.7%
 
5 309 3.1%
 
6 196 2.0%
 
7 154 1.5%
 
8 102 1.0%
 
9 62 0.6%
 
Other values (14) 126 1.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5370 53.7%
 
1 1570 15.7%
 
2 975 9.8%
 
3 629 6.3%
 
4 469 4.7%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
23 1 < 0.1%
 
22 1 < 0.1%
 
20 2 < 0.1%
 
19 1 < 0.1%
 

OBS_60_CNT_SOCIAL_CIRCLE
Numeric

Distinct count25
Unique (%)0.2%
Missing (%)0.4%
Missing (n)38
Infinite (%)0.0%
Infinite (n)0
Mean1.386267818
Minimum0
Maximum25
Zeros (%)54.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q32
95-th percentile6
Maximum25
Range25
Interquartile range2

Descriptive statistics

Standard deviation2.280184463
Coef of variation1.644836902
Kurtosis9.678555474
Mean1.386267818
MAD1.625821728
Skewness2.582125797
Sum13810
Variance5.199241184
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=25)
ValueCountFrequency (%) 
0 5404 54.0%
 
1 1571 15.7%
 
2 967 9.7%
 
3 623 6.2%
 
4 463 4.6%
 
5 306 3.1%
 
6 200 2.0%
 
7 145 1.5%
 
8 100 1.0%
 
9 62 0.6%
 
Other values (14) 121 1.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5404 54.0%
 
1 1571 15.7%
 
2 967 9.7%
 
3 623 6.2%
 
4 463 4.6%
 

Maximum 5 values

ValueCountFrequency (%) 
25 1 < 0.1%
 
23 1 < 0.1%
 
22 1 < 0.1%
 
20 1 < 0.1%
 
19 2 < 0.1%
 

OCCUPATION_TYPE
Categorical

Distinct count19
Unique (%)0.2%
Missing (%)31.4%
Missing (n)3137
Laborers
1809
Sales staff
1056
Core staff
886
Other values (15)
3112
(Missing)
3137
ValueCountFrequency (%) 
Laborers 1809 18.1%
 
Sales staff 1056 10.6%
 
Core staff 886 8.9%
 
Managers 626 6.3%
 
Drivers 611 6.1%
 
High skill tech staff 402 4.0%
 
Accountants 302 3.0%
 
Medicine staff 284 2.8%
 
Security staff 214 2.1%
 
Cooking staff 209 2.1%
 
Other values (8) 464 4.6%
 
(Missing) 3137 31.4%
 
Max length21
Mean length8.2448
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

ORGANIZATION_TYPE
Categorical

Distinct count57
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Business Entity Type 3
2245
XNA
1835
Self-employed
1280
Other values (54)
4640
ValueCountFrequency (%) 
Business Entity Type 3 2245 22.4%
 
XNA 1835 18.4%
 
Self-employed 1280 12.8%
 
Other 557 5.6%
 
Medicine 375 3.8%
 
Business Entity Type 2 336 3.4%
 
Government 328 3.3%
 
Trade: type 7 253 2.5%
 
School 252 2.5%
 
Kindergarten 228 2.3%
 
Other values (47) 2311 23.1%
 
Max length22
Mean length12.5309
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

OWN_CAR_AGE
Numeric

Distinct count49
Unique (%)0.5%
Missing (%)66.2%
Missing (n)6616
Infinite (%)0.0%
Infinite (n)0
Mean12.15957447
Minimum0
Maximum65
Zeros (%)0.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q15
Median9
Q315
95-th percentile32
Maximum65
Range65
Interquartile range10

Descriptive statistics

Standard deviation12.40021156
Coef of variation1.019789927
Kurtosis8.569918108
Mean12.15957447
MAD7.954963282
Skewness2.697307698
Sum41148
Variance153.7652468
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=49)
ValueCountFrequency (%) 
7 256 2.6%
 
6 208 2.1%
 
2 202 2.0%
 
3 195 1.9%
 
1 176 1.8%
 
4 174 1.7%
 
8 171 1.7%
 
9 165 1.7%
 
10 163 1.6%
 
14 155 1.6%
 
Other values (38) 1519 15.2%
 
(Missing) 6616 66.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 82 0.8%
 
1 176 1.8%
 
2 202 2.0%
 
3 195 1.9%
 
4 174 1.7%
 

Maximum 5 values

ValueCountFrequency (%) 
65 42 0.4%
 
64 77 0.8%
 
54 1 < 0.1%
 
48 1 < 0.1%
 
43 1 < 0.1%
 

REG_CITY_NOT_LIVE_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9253
1
 
747
ValueCountFrequency (%) 
0 9253 92.5%
 
1 747 7.5%
 

REG_CITY_NOT_WORK_CITY
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
7791
1
2209
ValueCountFrequency (%) 
0 7791 77.9%
 
1 2209 22.1%
 

REG_REGION_NOT_LIVE_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9837
1
 
163
ValueCountFrequency (%) 
0 9837 98.4%
 
1 163 1.6%
 

REG_REGION_NOT_WORK_REGION
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9503
1
 
497
ValueCountFrequency (%) 
0 9503 95.0%
 
1 497 5.0%
 

REGION_POPULATION_RELATIVE
Numeric

Distinct count79
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.0208460748
Minimum0.000533
Maximum0.072508
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum0.000533
5-th percentile0.005002
Q10.010006
Median0.01885
Q30.028663
95-th percentile0.04622
Maximum0.072508
Range0.071975
Interquartile range0.018657

Descriptive statistics

Standard deviation0.01391699784
Coef of variation0.6676075939
Kurtosis3.411930253
Mean0.0208460748
MAD0.01029908946
Skewness1.535273345
Sum208.460748
Variance0.0001936828289
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000533 0.0009045 0.0017295 0.00232 0.0027875 ... 0.029709 0.031042 0.031945 0.041006 0.072508 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.035792 547 5.5%
 
0.025164 427 4.3%
 
0.04622 404 4.0%
 
0.028663 385 3.9%
 
0.030755 382 3.8%
 
0.026392 381 3.8%
 
0.031329 350 3.5%
 
0.019101 310 3.1%
 
0.072508 291 2.9%
 
0.01885 254 2.5%
 
Other values (69) 6269 62.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0.000533 2 < 0.1%
 
0.001276 22 0.2%
 
0.001333 2 < 0.1%
 
0.001417 17 0.2%
 
0.002042 41 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
0.072508 291 2.9%
 
0.04622 404 4.0%
 
0.035792 547 5.5%
 
0.032561 187 1.9%
 
0.031329 350 3.5%
 

REGION_RATING_CLIENT
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
7454
3
1552
1
 
994
ValueCountFrequency (%) 
2 7454 74.5%
 
3 1552 15.5%
 
1 994 9.9%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

REGION_RATING_CLIENT_W_CITY
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
7535
3
 
1414
1
 
1051
ValueCountFrequency (%) 
2 7535 75.3%
 
3 1414 14.1%
 
1 1051 10.5%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

SK_ID_CURR
Numeric

Distinct count10000
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean276656.2952
Minimum100020
Maximum456247
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum100020
5-th percentile117152.35
Q1186405.75
Median277005.5
Q3365987.75
95-th percentile437372.25
Maximum456247
Range356227
Interquartile range179582

Descriptive statistics

Standard deviation103201.8852
Coef of variation0.373032846
Kurtosis-1.209333827
Mean276656.2952
MAD89493.24135
Skewness0.00823231129
Sum2766562952
Variance1.06506291e+10
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[100020. 456247.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
188412 1 < 0.1%
 
197938 1 < 0.1%
 
391427 1 < 0.1%
 
290556 1 < 0.1%
 
204089 1 < 0.1%
 
313926 1 < 0.1%
 
159031 1 < 0.1%
 
209535 1 < 0.1%
 
390452 1 < 0.1%
 
286001 1 < 0.1%
 
Other values (9990) 9990 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
100020 1 < 0.1%
 
100049 1 < 0.1%
 
100083 1 < 0.1%
 
100118 1 < 0.1%
 
100216 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
456247 1 < 0.1%
 
456240 1 < 0.1%
 
456237 1 < 0.1%
 
456227 1 < 0.1%
 
456181 1 < 0.1%
 

TARGET
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
9176
1
 
824
ValueCountFrequency (%) 
0 9176 91.8%
 
1 824 8.2%
 

TOTALAREA_MODE
Numeric

Distinct count2099
Unique (%)21.0%
Missing (%)48.9%
Missing (n)4885
Infinite (%)0.0%
Infinite (n)0
Mean0.100831085
Minimum0
Maximum1
Zeros (%)0.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.0064
Q10.0408
Median0.0684
Q30.1254
95-th percentile0.306
Maximum1
Range1
Interquartile range0.0846

Descriptive statistics

Standard deviation0.1064767473
Coef of variation1.055991287
Kurtosis13.23877357
Mean0.100831085
MAD0.07178289465
Skewness2.888007884
Sum515.751
Variance0.01133729771
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 22 0.2%
 
0.0545 17 0.2%
 
0.0753 14 0.1%
 
0.0559 12 0.1%
 
0.0551 12 0.1%
 
0.0066 12 0.1%
 
0.0542 12 0.1%
 
0.0695 11 0.1%
 
0.0079 11 0.1%
 
0.0491 10 0.1%
 
Other values (2088) 4982 49.8%
 
(Missing) 4885 48.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 22 0.2%
 
0.0002 1 < 0.1%
 
0.0004 1 < 0.1%
 
0.0005 1 < 0.1%
 
0.0006 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 6 0.1%
 
0.9468 1 < 0.1%
 
0.9347 1 < 0.1%
 
0.8846 1 < 0.1%
 
0.8537 1 < 0.1%
 

WALLSMATERIAL_MODE
Categorical

Distinct count8
Unique (%)0.1%
Missing (%)51.1%
Missing (n)5108
Panel
2164
Stone, brick
2102
Block
 
281
Other values (4)
 
345
(Missing)
5108
ValueCountFrequency (%) 
Panel 2164 21.6%
 
Stone, brick 2102 21.0%
 
Block 281 2.8%
 
Wooden 172 1.7%
 
Mixed 73 0.7%
 
Others 52 0.5%
 
Monolithic 48 0.5%
 
(Missing) 5108 51.1%
 
Max length12
Mean length5.4962
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

WEEKDAY_APPR_PROCESS_START
Categorical

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
TUESDAY
1786
MONDAY
1659
THURSDAY
1656
Other values (4)
4899
ValueCountFrequency (%) 
TUESDAY 1786 17.9%
 
MONDAY 1659 16.6%
 
THURSDAY 1656 16.6%
 
WEDNESDAY 1642 16.4%
 
FRIDAY 1606 16.1%
 
SATURDAY 1110 11.1%
 
SUNDAY 541 5.4%
 
Max length9
Mean length7.2244
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

YEARS_BEGINEXPLUATATION_AVG
Numeric

Distinct count129
Unique (%)1.3%
Missing (%)49.4%
Missing (n)4937
Infinite (%)0.0%
Infinite (n)0
Mean0.9783027849
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9687
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.9955
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.05317625875
Coef of variation0.05435562442
Kurtosis300.8007527
Mean0.9783027849
MAD0.01005881585
Skewness-16.9361385
Sum4953.147
Variance0.002827714494
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9856 153 1.5%
 
0.9871 141 1.4%
 
0.9791 138 1.4%
 
0.9836 136 1.4%
 
0.9811 136 1.4%
 
0.9801 132 1.3%
 
0.9821 131 1.3%
 
0.9816 129 1.3%
 
0.9841 128 1.3%
 
0.9861 128 1.3%
 
Other values (118) 3711 37.1%
 
(Missing) 4937 49.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 13 0.1%
 
0.3318 1 < 0.1%
 
0.4779 1 < 0.1%
 
0.4943 1 < 0.1%
 
0.4983 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.9995 13 0.1%
 
0.999 36 0.4%
 
0.9985 31 0.3%
 
0.998 32 0.3%
 

YEARS_BEGINEXPLUATATION_MEDI
Numeric

Distinct count123
Unique (%)1.2%
Missing (%)49.4%
Missing (n)4937
Infinite (%)0.0%
Infinite (n)0
Mean0.9784500296
Minimum0
Maximum1
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9687
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.996
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.05359045186
Coef of variation0.05477076012
Kurtosis308.7994333
Mean0.9784500296
MAD0.009873118345
Skewness-17.28870538
Sum4953.8925
Variance0.002871936531
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9856 156 1.6%
 
0.9791 141 1.4%
 
0.9871 140 1.4%
 
0.9811 135 1.4%
 
0.9836 133 1.3%
 
0.9801 132 1.3%
 
0.9821 131 1.3%
 
0.9861 131 1.3%
 
0.9841 130 1.3%
 
0.9846 130 1.3%
 
Other values (112) 3704 37.0%
 
(Missing) 4937 49.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 14 0.1%
 
0.4779 1 < 0.1%
 
0.4943 1 < 0.1%
 
0.4983 1 < 0.1%
 
0.8922 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
0.9995 15 0.1%
 
0.999 38 0.4%
 
0.9985 30 0.3%
 
0.998 36 0.4%
 

YEARS_BEGINEXPLUATATION_MODE
Numeric

Distinct count123
Unique (%)1.2%
Missing (%)49.4%
Missing (n)4937
Infinite (%)0.0%
Infinite (n)0
Mean0.9775180723
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.9682
Q10.9767
Median0.9816
Q30.9866
95-th percentile0.9955
Maximum1
Range1
Interquartile range0.0099

Descriptive statistics

Standard deviation0.06060854583
Coef of variation0.06200248112
Kurtosis250.8429063
Mean0.9775180723
MAD0.01087694329
Skewness-15.73293137
Sum4949.174
Variance0.003673395827
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.9856 148 1.5%
 
0.9791 142 1.4%
 
0.9871 137 1.4%
 
0.9861 131 1.3%
 
0.9821 131 1.3%
 
0.9801 130 1.3%
 
0.9846 129 1.3%
 
0.9811 128 1.3%
 
0.9806 128 1.3%
 
0.9772 126 1.3%
 
Other values (112) 3733 37.3%
 
(Missing) 4937 49.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3 < 0.1%
 
0.0005 16 0.2%
 
0.8923 1 < 0.1%
 
0.8977 1 < 0.1%
 
0.9206 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 5 0.1%
 
0.9995 13 0.1%
 
0.999 35 0.4%
 
0.9985 31 0.3%
 
0.998 33 0.3%
 

YEARS_BUILD_AVG
Numeric

Distinct count107
Unique (%)1.1%
Missing (%)66.8%
Missing (n)6681
Infinite (%)0.0%
Infinite (n)0
Mean0.750290931
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.592
Q10.6872
Median0.7552
Q30.8232
95-th percentile0.9456
Maximum1
Range1
Interquartile range0.136

Descriptive statistics

Standard deviation0.1137588949
Coef of variation0.151619712
Kurtosis3.553881918
Mean0.750290931
MAD0.08499688241
Skewness-0.8842643176
Sum2490.2156
Variance0.01294108616
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8028 100 1.0%
 
0.7144 98 1.0%
 
0.7688 94 0.9%
 
0.8232 92 0.9%
 
0.7552 91 0.9%
 
0.7892 89 0.9%
 
0.8096 88 0.9%
 
0.7484 87 0.9%
 
0.7756 85 0.9%
 
0.7348 82 0.8%
 
Other values (96) 2413 24.1%
 
(Missing) 6681 66.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.0072 1 < 0.1%
 
0.1296 1 < 0.1%
 
0.1432 1 < 0.1%
 
0.1636 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 2 < 0.1%
 
0.9932 7 0.1%
 
0.9864 25 0.2%
 
0.9796 26 0.3%
 
0.9728 29 0.3%
 

YEARS_BUILD_MEDI
Numeric

Distinct count106
Unique (%)1.1%
Missing (%)66.8%
Missing (n)6681
Infinite (%)0.0%
Infinite (n)0
Mean0.7535238927
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.5975
Q10.6847
Median0.7585
Q30.8256
95-th percentile0.9463
Maximum1
Range1
Interquartile range0.1409

Descriptive statistics

Standard deviation0.1124525397
Coef of variation0.1492355329
Kurtosis3.553272614
Mean0.7535238927
MAD0.08410975
Skewness-0.8736693697
Sum2500.9458
Variance0.01264557369
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8054 101 1.0%
 
0.7182 96 1.0%
 
0.7719 92 0.9%
 
0.8121 91 0.9%
 
0.792 90 0.9%
 
0.7585 89 0.9%
 
0.8256 89 0.9%
 
0.7786 85 0.9%
 
0.7518 83 0.8%
 
0.7383 81 0.8%
 
Other values (95) 2422 24.2%
 
(Missing) 6681 66.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1 < 0.1%
 
0.0205 1 < 0.1%
 
0.1412 1 < 0.1%
 
0.1547 1 < 0.1%
 
0.1748 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 2 < 0.1%
 
0.9933 7 0.1%
 
0.9866 27 0.3%
 
0.9799 23 0.2%
 
0.9732 32 0.3%
 

YEARS_BUILD_MODE
Numeric

Distinct count107
Unique (%)1.1%
Missing (%)66.8%
Missing (n)6681
Infinite (%)0.0%
Infinite (n)0
Mean0.7572721603
Minimum0
Maximum1
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.608
Q10.6929
Median0.7648
Q30.8236
95-th percentile0.9477
Maximum1
Range1
Interquartile range0.1307

Descriptive statistics

Standard deviation0.1107905062
Coef of variation0.1463020985
Kurtosis3.965450682
Mean0.7572721603
MAD0.08250236836
Skewness-0.9401512009
Sum2513.3863
Variance0.01227453627
Memory size78.2 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.8105 98 1.0%
 
0.7256 97 1.0%
 
0.8171 92 0.9%
 
0.7975 91 0.9%
 
0.7452 90 0.9%
 
0.8301 89 0.9%
 
0.7648 89 0.9%
 
0.7779 87 0.9%
 
0.8367 84 0.8%
 
0.7844 84 0.8%
 
Other values (96) 2418 24.2%
 
(Missing) 6681 66.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2 < 0.1%
 
0.0461 1 < 0.1%
 
0.1637 1 < 0.1%
 
0.1768 1 < 0.1%
 
0.2094 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
0.9935 7 0.1%
 
0.9869 25 0.2%
 
0.9804 23 0.2%
 
0.9739 29 0.3%
 

Missing values

Sample

First rows

AMT_ANNUITYAMT_CREDITAMT_GOODS_PRICEAMT_INCOME_TOTALAMT_REQ_CREDIT_BUREAU_DAYAMT_REQ_CREDIT_BUREAU_HOURAMT_REQ_CREDIT_BUREAU_MONAMT_REQ_CREDIT_BUREAU_QRTAMT_REQ_CREDIT_BUREAU_WEEKAMT_REQ_CREDIT_BUREAU_YEARAPARTMENTS_AVGAPARTMENTS_MEDIAPARTMENTS_MODEBASEMENTAREA_AVGBASEMENTAREA_MEDIBASEMENTAREA_MODECNT_CHILDRENCNT_FAM_MEMBERSCODE_GENDERCOMMONAREA_AVGCOMMONAREA_MEDICOMMONAREA_MODEDAYS_BIRTHDAYS_EMPLOYEDDAYS_ID_PUBLISHDAYS_LAST_PHONE_CHANGEDAYS_REGISTRATIONDEF_30_CNT_SOCIAL_CIRCLEDEF_60_CNT_SOCIAL_CIRCLEdf_indexELEVATORS_AVGELEVATORS_MEDIELEVATORS_MODEEMERGENCYSTATE_MODEENTRANCES_AVGENTRANCES_MEDIENTRANCES_MODEEXT_SOURCE_1EXT_SOURCE_2EXT_SOURCE_3FLAG_CONT_MOBILEFLAG_DOCUMENT_10FLAG_DOCUMENT_11FLAG_DOCUMENT_12FLAG_DOCUMENT_13FLAG_DOCUMENT_14FLAG_DOCUMENT_15FLAG_DOCUMENT_16FLAG_DOCUMENT_17FLAG_DOCUMENT_18FLAG_DOCUMENT_19FLAG_DOCUMENT_2FLAG_DOCUMENT_20FLAG_DOCUMENT_21FLAG_DOCUMENT_3FLAG_DOCUMENT_4FLAG_DOCUMENT_5FLAG_DOCUMENT_6FLAG_DOCUMENT_7FLAG_DOCUMENT_8FLAG_DOCUMENT_9FLAG_EMAILFLAG_EMP_PHONEFLAG_MOBILFLAG_OWN_CARFLAG_OWN_REALTYFLAG_PHONEFLAG_WORK_PHONEFLOORSMAX_AVGFLOORSMAX_MEDIFLOORSMAX_MODEFLOORSMIN_AVGFLOORSMIN_MEDIFLOORSMIN_MODEFONDKAPREMONT_MODEHOUR_APPR_PROCESS_STARTHOUSETYPE_MODELANDAREA_AVGLANDAREA_MEDILANDAREA_MODELIVE_CITY_NOT_WORK_CITYLIVE_REGION_NOT_WORK_REGIONLIVINGAPARTMENTS_AVGLIVINGAPARTMENTS_MEDILIVINGAPARTMENTS_MODELIVINGAREA_AVGLIVINGAREA_MEDILIVINGAREA_MODENAME_CONTRACT_TYPENAME_EDUCATION_TYPENAME_FAMILY_STATUSNAME_HOUSING_TYPENAME_INCOME_TYPENAME_TYPE_SUITENONLIVINGAPARTMENTS_AVGNONLIVINGAPARTMENTS_MEDINONLIVINGAPARTMENTS_MODENONLIVINGAREA_AVGNONLIVINGAREA_MEDINONLIVINGAREA_MODEOBS_30_CNT_SOCIAL_CIRCLEOBS_60_CNT_SOCIAL_CIRCLEOCCUPATION_TYPEORGANIZATION_TYPEOWN_CAR_AGEREG_CITY_NOT_LIVE_CITYREG_CITY_NOT_WORK_CITYREG_REGION_NOT_LIVE_REGIONREG_REGION_NOT_WORK_REGIONREGION_POPULATION_RELATIVEREGION_RATING_CLIENTREGION_RATING_CLIENT_W_CITYSK_ID_CURRTARGETTOTALAREA_MODEWALLSMATERIAL_MODEWEEKDAY_APPR_PROCESS_STARTYEARS_BEGINEXPLUATATION_AVGYEARS_BEGINEXPLUATATION_MEDIYEARS_BEGINEXPLUATATION_MODEYEARS_BUILD_AVGYEARS_BUILD_MEDIYEARS_BUILD_MODE
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